{ "cells": [ { "cell_type": "markdown", "id": "d42bdb085f360df1", "metadata": { "collapsed": false }, "source": [ "# Tangles in Images II\n", "(Michael Hermann)\n", "\n", "\n", "In this tutorial we explore another example proposing *Tangles* for **Image Segmentation**. Out [first tutorial](https://tangle-software.github.io/tangles/tutorials/Letters.html) on the topic showed a very basic proof of concept, in this notebook we will see a more realistic example: We search for tangles in the famous painting of the *Mona Lisa*. The notebook is inspired by the paper [Tangles and the Mona Lisa](https://www.math.uni-hamburg.de/home/diestel/papers/MonaLisa.pdf). \n", "\n", "The purpose of this notebook is a quite pragmatic one, this means we will mainly focus on the practical application of tangles to image segmentation and will not again repeat a lot of the theory. All concepts and definitions are explained in great detail in the [book](https://tangles-book.com/book/). If you like to read more about the idea to use tangles in image processing, a look at the mentioned paper is highly recommended!\n" ] }, { "cell_type": "markdown", "id": "5625f05f5539c95", "metadata": { "collapsed": false }, "source": [ "What do we need for tangle image segmentation? As mentioned in detail in the first image segmentation tutorial, we mainly need a *feature set* and an *order function* that determines the order in which the features are to be specified by the tangle search algorithm. This notebook will show an interesting case where these two things belong strongly together: We will first choose an order function - a particularly nice one: a *matrix order function* based onlixel similarity - and use a method inspired by linear algebra to find a bunch of very interesting features - the so-called *spectral separations*. Spectral methods work surprisingly well for image segmentation and, as we will see, combine neatly with tangle analysis algorithms." ] }, { "cell_type": "markdown", "id": "b0de13143201300f", "metadata": { "collapsed": false }, "source": [ "## 1. The Input Image\n", "\n", "Let's start slowly and have a look at our input image:\n", "\n", "The next plot shows the original image on the left and a gray scale version on the right. For simplicity, we will work with the gray scale image in this notebook." ] }, { "cell_type": "code", "execution_count": 1, "id": "f9995d6baf1205bf", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:12:59.666872Z", "start_time": "2024-04-21T21:12:58.392399Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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iiitw61vfur4+DMM2Td03a//zf/5P9H2PP/mTP9kG2P/gD/7gBrvHN2sf+MAHcNlll+FDH/pQZb8BYN++fduOi2PW2uWXX77t71NPPRWnnHIK/vzP/3zlPXfv3v1Ntnq00UYb7Zu3lBIe8YhH4H3vex++9rWvbSNxPC3txRdfvPLcVd81//zP/4xPfvKTePvb344f+7Efq69/4QtfWHmNH//xH8crX/lKvPWtb8XW1haGYcCznvWs62z3rl278LKXvQwve9nLcMUVV1RW/Nxzz8VnP/tZnHbaaQD0u/Jo9j/+x//Aj/7oj+IVr3jFttevvvpqnHjiiTued9JJJyGlhB/5kR/BT/zET6w85g53uMN19uOGtD/4gz/AwYMH8Xu/93t15wEA/u///b/bjruu77LIhruTFvXk0U499dRvvuHfIjbKUb6F7IUvfCFEBM9+9rORc972Xs4ZP/7jPw4RwQtf+MJv6PoPechDAGhWkGi/+7u/W4NrbggjInRdt81ROHz4MN7xjnfcYPf4Zs2/SFrm5dd+7de2/X3nO98Zp59+Ot7znvdse/3SSy/F3/7t32577TGPeQz27NmDnDPufe97H/FztGCf0UYbbbQb0174whci54xnPetZR2TR+Hrt+n6eup1xxhn4oR/6IbzpTW/Cr/7qr+Lcc8+tQfzX1255y1viqU99Kp785Cfjc5/7HA4dOoQ73elOOOuss/DWt771iMD5tr1tW//0T/8UX/3qV496z42NDTz84Q/HJz7xCdzjHvdY+Tl/fXeVbyhbNfYigl//9V/fdtzZZ5+N6XR6xPf/3/3d3x2xI/KYxzwGX/ziF3HKKaes7GMrX/l2tpEJ/xayBz7wgXj961+PCy64AA960IPwnOc8B7e97W1rsZ6///u/x+tf/3o84AEP+Iauf/e73x1PfvKT8drXvrYyIZ/+9Kfx2te+FieccMI2bfU3Yz/wAz+AX/7lX8ZTnvIUPPOZz8SePXvw3/7bf7vOrcYb0x7wgAfgpJNOwrOe9Sy89KUvRd/3eOc734lPfvKT245jZrzsZS/D+eefjyc+8Yn4z//5P2Pfvn142ctehjPOOGPbmP3wD/8w3vnOd+Kcc87Bc5/7XNz3vvdF3/f4yle+gg9+8IN43OMeh/POO+/G7upoo4022hH2wAc+EBdddBF+8id/Eve85z3xzGc+E3e/+93BzPja176G9773vQBwvQrL3OUud8FZZ52FF7zgBRARnHzyyfjjP/5jvP/979/xnOc+97k4++yzAQBve9vbrlebzz77bDzmMY/BPe5xD5x00kn4zGc+g3e84x24//3vX3OVX3TRRTj33HNxv/vdDz/90z9dv0P/4i/+Au985zsBKMh8+9vfjrvc5S64xz3ugY9//ON4zWtec50yFgB4wxvegAc96EF48IMfjB//8R/H7W9/e2xubuILX/gC/viP/3hbZq0bw/7Df/gPmEwmePKTn4yf/dmfxdbWFt785jfjmmuu2XbcySefjOc973m48MILcdJJJ+G8887DV77ylZXfZRdccAHe+9734iEPeQh++qd/Gve4xz1QSsGll16K973vfXj+859f5+7b3UYQ/i1mP/mTP4n73Oc+eO1rX4vnP//52LNnD04++WQ86EEPwv/+3/8b97///b+p67/tbW/DGWecgd/4jd/A6173OnzP93wP3vOe9+D7v//7j7oN9/XYIx7xCLz1rW/Fq171Kpx77rm49a1vjf/yX/4LbnGLW+DpT3/6DXKPb9ZOOeUU/Omf/ime//zn4z/9p/+EXbt24XGPexze/e534573vOe2Y5/5zGeCiPDqV78a5513Hm5/+9vjBS94Af7wD/9wW6BnSgl/9Ed/hDe84Q14xzvegQsvvBBd1+HMM8/EQx/6UHzXd33Xjd3N0UYbbbQd7VnPehbuf//74w1veANe97rX4bLLLgMR4cwzz8QDHvAA/NVf/RUe8YhHXOd1+r7HH//xH+O5z30uzj//fHRdh+/7vu/DX/7lX+7IcN/3vvet9R081/h12SMe8Qj80R/9EV73utfh0KFDuPWtb40f/dEfxYtf/OJ6zKMe9Sj8zd/8DX7hF34BP/VTP4WtrS2ceeaZ2/Ttb3jDG9D3PS688EIcOHAA97znPfF7v/d7+Pmf//nrbMPd7nY3/OM//iN+8Rd/ET//8z+PK6+8EieeeCLueMc74pxzzrle/bgh7S53uQve+9734ud//ufxhCc8Aaeccgqe8pSn4HnPex4e/ehHbzv25S9/OXbt2oVf/dVfxdve9jbc5S53wZvf/Ga8+MUv3vb9v2vXLnz4wx/GK1/5SrzlLW/Bl770Jayvr+O2t70tvu/7vm9kwoONFTNH+6btb//2b/HABz4Q73znO/GUpzzlpm7OMWH79u3Dne50Jzz+8Y/HW97ylpu6OaONNtpox5T90z/9E777u78bF110EZ797Gff1M35trUvfelLuMtd7oKXvvSleNGLXnRTN+eYsxGEj/Z12fvf/3585CMfwb3udS+sr6/jk5/8JF75ylfihBNOwD/90z8dNa3Tt6tdfvnlePnLX46HP/zhOOWUU3DJJZfgda97HT772c/iYx/7GO5+97vf1E0cbbTRRjsm7Itf/CIuueQSvOhFL8Kll16KL3zhC9+yZe9vbvbJT34S73rXu/CABzwAxx9/PD73uc/h1a9+Nfbv349//ud/Xpk5ZbSj2yhHGe3rsuOPPx7ve9/78PrXvx6bm5s49dRT8ehHPxoXXnjhCMB3sOl0iosvvhjPfvazsXfvXmxsbOB+97sffvVXf3UE4KONNtpoX4f94i/+It7xjnfgrne9K37nd35nBOA3ou3atQsf+9jH8Bu/8RvYt28fTjjhBDzsYQ/Dy1/+8hGAf4M2MuGjjTbaaKONNtpoo412I9tNmqLwTW96E+5whztgbW0N97rXvfDhD3/4pmzOaKONNtpo3+Y2fi+NNtpoN5bdZCD83e9+Ny644AK8+MUvxic+8Qk8+MEPxqMf/eht2SJGG2200UYb7cay8XtptNFGuzHtJpOjnH322bjnPe+JN7/5zfW1u971rnj84x+PCy+88KZo0mijjTbaaN/GNn4vjTbaaDem3SSBmfP5HB//+Mfxghe8YNvrj3zkI4+oIrjKSim47LLLsHv37utVbn200Ub71jQRwebmJm51q1vdYMWiRvv2tG/2ewkYv5tGG220r+976SYB4VdffTVyzkdE097ylrfE5ZdffsTxs9lsWwnZr371q7jb3e72/7ydo4022rFhX/7yl69XtbrRRtvJvt7vJWD8bhpttNF2tuvzvXSTpihsmQIRWckeXHjhhXjZy152xOvn/cij0E0SCgsWDMyFUIhQIJgvFuhIwCIgCERvAJEEvYMAJEjMSAwQAVKAjARAUKRAckZBAqOAmMEMSBkgmZbtJ0aRDKDYjwCUkKiAmUHcIVMPgJGwgIggF0BKAUj7jJIhiy30iTEQQQAUEBYLvR6BQMTgvgeRgEkAKcgFADpIHvQ6xIAAqZ/ovQFkAUouSDSAKaNPGZmnKNQDkkH5EJIcgnTHI3FCB0KCAEJYSMJcBAspIBRQLhAhiBASE7hL2h4QmBLWCJhMdiHLHPPFfiTMkPoNgCYAMagImApKGSC5YCiCNN2Fad+jDAssFluQsgVBQkGCIIEoAZLRgcDM6BLpPKd1HeuywLAYwFR0DlFQSsZ8IWAsACnQoUkgIntfUEQw4YJMtmaEMZQELoMtTga4Q8kZKAUEgJK2AUUAEIQIaz2QM0DIIBmQ8wKlCEAdRBjIQOoYQ84QKSDK6FJBHnzNQO8D/9G2cCnoaACoAAIIGEWAnEmPAcCs40/E4EQAASUPgBAEhCwMZoGgQACIMLhfQ+EEEUBE1y+h6ANQBMgDkhRk6rSbksFUwDyAmXTNZ6BQQoGuVaBAyoCSBxCRPlPdBigxAEIRwjCIji31kAKgZHCZA6KrnVHQIWM+CMryCQUISEy2GoBEjMRTSBHIICgHMz7wF3+P3bt3fz0fPaONtqNd3+8lYOfvpvPPPx+TyaSeNwwDmBmlFAzDsPIe8TcRIaW07bh4TM65vs7M9dqllHo+EUFEEBWnzsoxM4hoG0vn58fjSylYLBZIKW1r72KxqMcxMyaTybax8/blnLddbzKZ1HvGfngfvF2xLymlOhbez5zztrbG45m5Hu/npJSwtraGUkp1mtq2+H2HYUDOGWtra5hMJsg5YzabIedcx9TvU0qp7e66rv4dxy7ORbx/vC8z17nya/hY+muxf0S0bWxTSvUacf34OSKCYRjq/fyafowf13UdhmHYtl7a9SAi29aNt9vbIyJ1vXi7mLleN97b/wa0ampcsz5u7VqJf/u122vFNuec69yllND3/bbjfS37vb2dPiY+DovF4ojXvI0+hz5+W1tbeO9733u9vpduEhB+6qmnIqV0BLtw5ZVXrsw1+cIXvhDPe97z6t/79+/HbW5zG0zWO/STDoUVsnXEECZkEVAC+gQkFJAIRIAigiIMEoBJkJDBnBRQElDEAA8nFGHkwhBK4LIwAAJI6SCZFCYQgVJCoYnBfAFEQASQ6IcuKCFDP6CSHTMUBScgASRDSoYMhLXUYaEYBwLBYj7otYggxOCuB4lCHyJdyBACckIRgQgvwTrYrgKUnMGUkFjQ8aCgj9cAZHApSGWGBU9AlJBIIfBsISAwpkRYY3NkhmwgnMEkIIaCZCQQ95gy0E+mEEnoJgMYPbquhzigBiPxgJwTSi7ohJCm6+iYIYWQBnWEtAUdgITECsIJBCbWuRJBTr1CQGEs5vq6gnAdF1pkABMFmCIQEEBJx1NRLRgDwOqBiQjmJYGkQI8gAAklL2y8FacyASRZQTkzupQwz2IAu8dE9ENbkBQMZ0HqGN0wQKBOSNcBw2JhcwkU6iCU9EcclxISCUi0bRm9ruEiBsIJnHpoQ7RxTEDOCtZF2JwjXwUEcAJ3UxS2ewjMcSvaXymQQdCBUNLUHNcMxgKJGdR1IOog0qnLaW3V0c0owwyEokC5XwcnAtVnSUBlsP4AKADJBJILGBkJAzpZYFZ4CcKlAKSOV0IGlwwmQp8mGAZBWQhy+NIZbbRvxr7e7yVg5++m9fX1CsJb0La1tVXBiX+pR0Dpa9m/1B0c+nstIInXjkCtBXLt8fGZicDM//brDcOArltCBRHBbDbbdo2+77c5K94fB8tu0TFpgRQRoeu6CvwcbEdATUSYz+e1PQ6mHGBGUBvHoes6TKdTiEg91x0H768DW2/z2tpaHde+77eBUwAVdPv9Iij38ZvP59vGKeeMvu/rNVpg7eMS+wuo09NaCwjb+XVA6G3y8fR7lFKOOKbrOszn8yOuFddHO8/xetEpaAFqdNwcyMdnI45LBMV+HwfS0XHyuev7fpsjE53PCKzdYXTgHh2ceF7rPPrctSDfn09vb9/3WCwWtY3X53vpJgHhk8kE97rXvfD+978f5513Xn39/e9/Px73uMcdcfx0OsV0Oj3idWIBdQAToYOAmRSTCrBIhL5jdM4IFyDnAZQLGEAiwoSKMaQAIKA8ICUCugkKEnJJCn6NTScCIAwIQ0pW0EIF6CfGCCoQ5DIglyVTLkVBc08GBlmvS+YgkAgkTbHRTTFnwYACKQU9kzKZpaiDkBTUKZAkCENZdBYDbwWpSwAbyhGAiFGEQExgVsY6JYIwAWAw96A8xWCgLRGhR8HM7qHss6bRySBlIG1tMjnzr/ehbmpgkNFhCqIeHc2RkZEFkLAwKXVg6pBSB0EGWBnjUqYoImDRsZwkURa4KHib54ICAacBROrMqIPEgK93TuAuASUbVysooswxkzpgyvz2NiYKjlPuIFKMjSYo2z3AL6znKl/NyEhEKGkD2UA+gY2dzsY8A0i62wLxL9YefZ8ASRBj3Zlsd4bYzisYSjHnQPu9/DDT9gl34I6Qkep8EDNIuKY84mJsMvQZ8b4WFIDN0SiD3pMYAkIhIDHr+BEDSGDJ6uSkDsITFExBksHFnDwwyN0syTpOzOhYQbgQIwtAhUBlro4WE4Ae0hEYAxISekkQXtO5QQEkA6nHpGMkWQBlDskFPffgeYEwoeRRBz7aDWNf7/cSsPN3U2Tn/G8HeSmlI1jYYRgqQ96ywn6MgyRgO/hpv+gdLDjz5/f381q2NoK99p4igr7vK2CN4C06BA7mWobUr+ng19vjTKjf2//tINyPcfDo4xL7mlKq49Gy5xEExes7UGrZ5wgYnXmPzLa3K4LQOBeRaY67DHEenSHu+34by9+ORbtmvE3trkZ0CmL723Oig+NrI97fj/F1GdeXtyeCbncIVjk93u649n3+IvscAXQE6tFap9TnwufPj/H7rdphiW2KbXXQ7sf72vG57LruiPu3u1I+lwCq4+ZrJzpI12U3mRzlec97Hn7kR34E9773vXH/+98fb3nLW3DppZfiWc961vW+RtcxOCkkSrLAhFWmUZCRUgGlDokUhBcAgxBAAxIJOipIgLLRUHlIgQDcg9LEwDcB3AFpA87PEXogL9CVOSADFkVBaGEGiNUhkIz5XFk8oQIgI3EHVrSKjgRANsZcwFLADHDS7fYihJwBoQ4JygIXEBZIKmBgBipbAEheQIoe1ydAyACWEBIDC2dOiTDpFZATqQSAAQhPMSw6w5oF80JI3CEhITGjNyYyc6/sZMnGgOoD7Ow/U1YJhQiYGAoHFwC0vQAwiAJdPV/ZV4Iyt0UShkIQ6DiqTEjASceugIACsBT48yAAJn1CLkARNkBa0LPKJSDKadvXQZX6JGLwJKFP2m6UOcBAkc6AsDobQ1pDsT4yMhgqS0rUgQkAOqSk645Ir65stbdFjcmYGUpIqUdJBCH7oOLOWkiVqe8463VIgER2PgFQgF8MNLOeoDsVIuCkrzEpaw4AWRKU6y4gZKAIUtchdQkJGUWAIqTMduqUgU8KsDM6QNbAXMBdD/AEBRNQmUGyzSPpk0G8ZmtB+5FI7MtFpS2UGCgq5ynFHFIR3V3CBItuDaBen1aZA3IYnDp0qQOhg5QefadSnD4B3Ccsrv9n3WijXafdEN9LgDLDzg47aPUv9clksg0E+Bd/C8QctDgD2HXdNmY8Ag8Adcs/snntljkAbG1tbbu3ty0C0whQI/hvr+uvtaDTAY0zy95vP97BirOjDoxaCY6zyfFvP8aBMjNvY9yjrMPHJbY3gmJgO8iLALG9XiudiUA8Ark4Jy5niSyrt7+9v5v3q3XiYltaJtmv0853CwZ9LON5EaBG58Pfa+UxDjJjO+I1IzPsP3GNeLtattrHvOu6CrT9OH89So3a9Rmfl+i0xHmK4xQdST8vrpuW2W8dWX8e/X13stfX1/H12E0Gwp/0pCdhz549+IVf+AV87Wtfw3d+53fiz/7sz3C7293uel+D+g1w1ylTR52Cs64DSNAjowBIorpwcEHpGJQFiQHuOmW6SzYJCkNSDxAhTVSGkjMwcIeiaBlMBespY7HFSGILRwq4SyhlDgEDYHQueWBCoYQEoO87QBSgEgu6SQKVjJIByYrAUxLTiQOFEzDpwTIY6BVMmZE5A4kAZgyFMZ8PABmrbE7IkkFVmYZIgZAgUcGUBcQdmEUdCwHyMMNat9vAIFTfSz1EFND1DAxlrovXNMhSBEUIQrpL0FFGkoJOABRBzgvVb5My28jmeLCBUxGQZJQFqrJYARkDZA8HVG7AYh/uAIgKBIzECuSyAEQ9qJsgF4GUAVQWINbxFyFkIeTSQdBBqBgTLuhYDLASkDpMkmk0ygCUhQJTUrFEEVImFwSiKHOBST4Cg9Gpsh4ASIrt0Kg8iEiv0bOCcN0Z6SD+gQV1FXrKyOAq+dBdGIKIipVARdvkDhzbuDuzBd3t0FEvtoYTupSQpai0hwiJErL1kwRgyehwCKkHhAoGSchIWJQE8ATEve6G0BQlCaSYpAoJKTESZmAsUDBVhp+ckWJQPgSiHpIm6jznhToHlBXI9wymBAFrvzJjQgClBKAD0lQds2ELRIBkwWK+9Q1+Ao022pF2Q3wvAahf0JGpdpDTsnQiUsFa1BZHcO5s4traGgBlQR10RIZ3a2trGyCN7GcEyhHwTyaTbYDG/3aZQgtiUkpV2hGZ4ajddtmNg+s4FvFeEew5yGp3CKKExaUh7Xj6eQ6Wd2JY/f3YztiGCAyjhjmeF68VmeY4PnHMnfn2n8hSx/t7G1bthLQA0Nlab0fLXPvrcYwBHCH5iFpyH6tWTx/vH//dMvPx360D1Doxq2QaPk6RSW/HG9juzMV58fusYuHb+7XOShv34GvK+9HKXeIOSdzliM/M9bWbNDDz2c9+Np797Gd/w+d3DExZAyJJCsAKHEBAoqRSlJyBrGChTwq+RARDFt26F2VbwQqkciHjS1X32/ECAzGykDKIdFh1tzlX1i9xsWA90xOXDA2YEyhBnkCsLCAZCOztfiQJmRIADa4jB3SSUFBAhbV9UgAZkNKAAg0s7EAgziptISBRQR7mypqSSSAE6JM9YETokwaussknIAKhSQ1OhWmIRWbQvQK9DslyYQlsu4sJKBkJGT1lUGYkctZ1UNYYHQCGsLL+RA4Oxe5t/LQABYJEXDXOHlIrQsZESwWhiZKCTyiQFhTVOpNLbcjYXQGJ6vHFjmVW9lt3NxQcMxWwLMAyh8hcgSV1GDCpOykC1SSTM7/Qae/CLlqRpKBb2LhtvSfEpEcElXpgWO4GsIJmnXwdC+o6BdIwh8q9MyRUqQbpWqUqCfIPLd8m0HHpXG9Oxt5wMmfCYiaclYBuDBG5E6EyL5JsY5x1TZE6l8qCMwT2RUgJjInugFBvf2tzVELUgyjprgcYRBOwDAayBaBBnSzuAHTg7nhMWMCs/ZVStB0doywKhjJgsRhB+Gg3rH2z30vAMpgQWG6jt+85S+xgyY+JzGkERhFoRaAS2cJ4zZYBd9AZAVa8dgTTMXAuAjPgSDY2ShvivRyg+L3aIMUIJON4RYtgdBW7G8cpjq+/59doAWPrGEUwveo4v24LIFcBrnau/bXIrPp8xXNjP/3a7bivalfsZ3usj2tk4SNoj6x3dLbinEbza7SOZLxnOx8RpK6y2OfocDmzHOc7vtf2O74XxyHKpNrdELcocWmv73+367B1phyUtwGc12U3KQj/Zq03EK463oLCvNTAIqFzcCYK+BKJMshSUAqQqpbWwCGZ5MECNJXh9YlRRhnDFqj0FUARASFfBYgFZcgGn1SiQJxQ/MMIuk3PEAX2BogAgBJVVpjAQM5LrTmUpRRYtg/RQNTEGcLJJAkFQgskpArqShH03JmmPcoa9LqgBKR1BXNk0hDKEFFHAsboJjaWGC4XgYJA0mwaPQagdDYOKqMgFJOOqL6YICBWcYhNiWbwEHugSTXpVU4DvaUUGONeDDhrzhqjblWkIUOVZsCOXAg0I4tkJFH2mC0Il6AyIA+O1LYuQDIDFYsiB4FRKvgUFCSyMRNfZ9Vn0A8NMS5bak4eZYRFoTwBxoyrAwJaSlBELIsJ0XLHQN0MO9NGRQdE+4Lwwccwl4JsqsjWhDlT5kymrvcVraBbdNdI17RAgy9Vp64xC/plUSTbCmBkVnZbiFAkIUsGM4Gg7DejQ6LlehYmME1NegSVf5Fq48nGAPkwiAf1+3gC5jXdYSGdE9Cgzg1b5qCygJRlpoHRRru52Kpt/QgaIniNW/oxeK4F0a38IDKYHkAZgV5kLB1AOEsc2+HWssaRxWwZyRikFuUGsb8taG1B0io2P5qDnFXnRmv74K9Fx2IVkPPjVrHN3s8IlNu2+DFRShH14NHh8Nei9CHOh/e17VvcPYhseisBiWOz6rXogMU2t2vAAXbLhLfnrGqnm8cItPdaZS1gbiUi3v82M0q0VXO4E/Md/47HtY6Vg2tvX5RguWPT7k74dT27zvW1YxqEryWgS4TFoMABXEzKkNAJQMMcZRgUbCVjDlICQZCKqBQlD8o4kgb/dZ1KVBRyEgQdKiNIBXkAuHO9MyB5QBkWKDmrxpaVla7BkRCVj+SCRNl0sgQZBmRR+Ytm2YABf8vQUeagIsjZnAgwOrACtSGDkdGtrSuY6zpt6yCYpgVydsaXsMiqz5Y8LAEZdwAywGzSlB7IKsFYfrD2SMm9w4yUemCYA2AgJWUkiwCFQAXgkoCk/LqFKGpqP5qDuynYZEJEChQh0CwxkiDzLQAEsgwtDNMnq7eBnG1bloGOGR0RSDRzDMjkNtuYHw28hRQUGlDyAswe/JgMnCpeT8im/9HMOQW7sET+gkK9gn6xh4yWEpGa7tLiAsDKLDMi85UhsOBHIQ1ByANkvgClTvXeAkDmICmqJacenAcIVBYF0t0QdeFcD9/BMgAawDcnLJu0w/rIJu0BADHZCGOmIJ8IyHMUGjCghyTdsem4QmcLRrWuUIGnOwSmICfdaQD1BCozvRd3yMV2kwjqhKUJiDt0KJA8x1C29OmgdcADU2UNSQ6r40wDhNRhYnTokiBxgRRNRZplAJc5Jnz9P+xGG+3GsslkUhnlCHTil7rrt2OAYWS0IwAUkbpd337BR6Y5Bv45WI4SiFa24LpsAFVXG89xOYlbBIPefr9ebJtLBvzcxWJRM4xEYBj13BF0e9vi+5F9j8c5+xiBbASscdyBJUD3cx34RcAZNe3RSWoZ7RiQF52WCIhX7T6scgwiEx/Z8Hg/t5ZFjyB/lWMQx2DV/b3fwzDUjC6R5V0lNVkFav3fq2Qk7VzEc2I/fO697dER2SlgMgL3KIsiIkyn020OUiuLibsw/lzG92PbV9037ki1uvLrY8c0CCdSVo64V6BWGCkJGAMIHYh6BcBFt7mV53NvtkCGw7YVDlAuoMUcXbcLYFt05AGMg0oVqGDeH2csqShozYdRRAEVoQDDDOzZQEQAWYBKRseMvmNLO6cZLpDnAHwx9ui5YMjKl5JpiKW47lYgHQOZQGmiWSfQIQOgwaKVS4EUAjzfdNYAPhYAxoCLMGTYsiA5MQaUlaEmA4RpqjIavSp0PRGQ1lQTrldS4Gi5rlWq0YFZg0cLAJQ5OhnAlp5wIQwWzQ0tIkCBMdrqPElSgA3x/NEEds8cnnVD81ADCqZVP0ya5hCo5wGMKQ/qDCVNN5kFtpOgHHUirqGaAgDU6QNh0iYSg5ykrC/ZzoHex6QipaAUsv0BAbGy65wYIM2wMxQGiqWGchlQt6YPs0CdQUooYplOpCB1gOXxAzjZeboelWPX9aENtfkBLDe3EfUW74DUAyBNrUiWy6TkOg85sPaUJhAM6FJn+egHk+CkusZKnkPjEOyDuahUCqaTp0JIaU3DfqWAMGhsg6ielTCgr7sahyDcQ6gDigJr4XVISsqGo1gmFh2KDFFnNCWg77GV1r6BT47RRvt/bw40Vn2pR5ADYBtwc5Y4AnMHsZFhdUDoAMR12sAyi0WUNMT8x36O62ljjmZgmefbAYZnP4mANOp8nfVvg0VjJo2YZzsCKx8rPz4GubVOTHv9qI/eiU13FjNq61ftKHhfWvAeZTtRFx5zavv7q9jydgfDz/V2rwoIXQVi/b1V4HWVlMZBYVxXPobRaWo16T6WPh/trk3MSLNqF6L9u71/bFsEsPEYb1echzjurWPh4+fSk1VOUFyrLUPfrodVDkvUq8fxbtvp6TCvrx3TIByEmvYOJjfQXNikQXqi2l/iDE8HWEgUmBQF5TrnCsS6jjTXcTKeVAhS5gq2AQ1uk0HxjhQN4JNsCVZsIUttmi4UViDSpR4oA4prq1OPLqmsAERADsAdXBlb1RdnDShkRmHVHJMFXBoi1P6UwZh6A0x2aWZP1wdQSsglm9YYeg0I1EdRTbvKa8iuqz9irKgrtQnOzipILQ4GyXCjQ3ECIBmlLIwBz5W9VRi5DDQkZAgExQNYAXApVojGHgxWiQhIVLYB7YMD2joTRYNRdWmoHIMs37gyzAzNyA4sefGYitIBc5hTCkeR67gDI0E+NlnxKDFgmnjts6eNTJqhBuZckTPcBLKYhZo1pphcxoAwmXOoDpOtRaOkCZY605osCOMmdi+BBaxqRhR92T8sNY5Bdfla5EfHI4FsDekzw7Z7UGxMCjxOgKztgqISIH9UReUj9VlFsjnOQLFFAwZ4TQNAkVQe5D0hMbmLyr0YgpQY/XSZ63e00W4uFoFby9A5AGnBWQTk0fyLPQKMFkC1W/gRGLTXjcDSQVWUwLRgMjJ88RqRXW9Z/wjsolY9Bni2WvMWePo1oqwkWgRGqwBgdFJax8WPAZYOxyrZxCrWNoJl708ru2kZ1AgUVzkgcbx20k77fXZiWeN9W0lSNF978bzYtpbVjr9bqY6fv+p60eFsrXW+/DX/aR2Tdg69LatSR67S6UfA3I7XqtfjHMe1vkp337YJOPoctnZMg3BlNFWyoMFbg+YnIYaQoJBWKNRqhgoIDV8peGZX0C4BuYJCZyCgwKNYMRMilDIYAM4KKA3owDKjgBTEMsPYUFJilQlV+mx3ZQNTzn6aAkIBkBisIkZhUW0uwyp3qkZAshiwFZSSIUNWwGTXBfyXoL5kv501Jl9IIAVpUPaTNF+fLmzxI5ZA1wNMCaJ6bb8fFKirg6CSl3pN0SA/q/Jj8goYAFNAVncZHKCCwNTp8VSvjtoQwMCgtl81/f7hq05FMT30EnTrwGi/jFE2kEwUgDcJPL83ZDl+uuQqzIUXl0EdH3uI1Qu060n9ISuqpGvSPpCL2LqCOTa0dAjqPJblfcmcEZ+X+sFh74vx+34du8jScVuuDxL7SwqQF6COq5NaD2IL7rHMMtV5FX9+4AItCMSKHnm0r12mLACUCvqtdCZQVOolPIHwpDoVdT2WwWQwZGPoa3fb5Ucb7WZjrYZ2lc47fplH0OYSlWgtsPFjI9MZWd5VkoGWhfd2RRmDWwzmc5a4Ze3bzCQRVLdgre1/7EscizgmLVDzaznoamUSLWBr+91aC8J3shZ0xfGPsodV94lj1soy2rZGhyLey//2eToaEI/3a9edv+7zswocx2MBbJtjv2Y7V+21Y/tX9cfHIq5xb9Mq4B3XYMyxHo9ZBdJXyVai49s+S6vGMF7zaBKb9vWvx45pEJ5lQNKKNWAewMMMnAm6VU7GrC4AY1h1QBnIytRR1xk7J/adbyxfCF5UOYjdkICctZajlMFAlm5taEGcTuUtotrvujihGTkKkjHABi6Y6rXFQTjIQK1pf0kZaDGgxFZ0B6SBgkRSAXXJA3g6teBH43dJIGXhkMt4YAM0tgPgbKeT6lSsEI4DHmjObljJes0porp01yiz4U8XSThYNFEvgKK6dMrQYEOvXplMwywQDABCdg/yFqIGggKshYsq12tyHVoGsRYbz2JAULOlpCXrjiX49AI5DmzVUXNPRVM4KmiMrIXm2tb5sIfa2kY1K40CbB/rYhlN1MEgEDoo+19MZ15sTg3YctJzzXti1iBbUgGSfjA4GDXWGijLdWnrRduTKpBGLnUlsDtoVuyp5AzJGeAemnaQgJRsjJLWqRKoVpvN/RBn/8OXhs8CL7PrE6CFetwThcZOiGRLKsQQdFrwyZ8JSroTs5jrDhax437diCoFZTiyktxoo93UFuUkEWS1LF0L1v2YyE77cS0LF9lu4Mj8yBFcRzlGG4y3U5BfbF/U0UZwEo9t9c6RoRyGoVag9HOItgeK7mRtW1rmMgKrVgO9E+Mb29sG1kVrGc7r08Zo7W4EgG1jGc/d6ZqxL6uY9HhM7EsMLmzHIILW1gFrj4lraSeNeTs+rYO1it2O1rLZ7TPiOylRUtS2o2XejwaI23XRPkur2O44Vn5Om/EnxhJcXzu2QTig4AYDOgygLoFt+x0pIxdBznYgxBJ9+ECHiTIBdMlFJcRUyTYgLxT8kE5Exx36TtOsKfhWAJKLaAEV6qAZUdhYRwH3a0hdAuVsmm0FhZq6EChSsNiaW7CnACVDhpnKJpAc1UDQA3muoJDJsooIiDsU7iAyU9bQdChk6J1JARzEPG1nku26CUC2UuwKJjWTDLElwBMFp0KOirPtQJhWWYqmf4Rm0CgQk8IkoO+UYS4ZWjbI7sFQYAe2f+vrZMWVqkOgJyjqMqBKkiHZH7Al06znBbbUvAN1ZooxzeLcuN3XNO7kwNRY42Jgs/LuCSDbeiQC8aBOCDGoVy0mm85ZMfySF9YuFtWnCzQ4uAAQz4yjQb3CvbK/eQHup2DkyoaTLhlAGC4zEeptU0F7ngvQ9Z0V0bHBs10asrm2/Dw1Y5DLXjhpwG3JAJlDSCkhdRPtY0rAYtC5TASShb5O5jIVzVxCxLBE/AB3SLBdHGRg2muq/BLaJqTgvxSAZkDuUHctso1X0XtJYoho4HQRNr39SIWPdvM1BzCu545geCc5STw3Boz5cf475iR2Zjrm/G61sES0bfseWBYV2qnseykFhw8fru0bhqHqvGNbWvY9AsEYrNaCrAi+2hSH7bUi6PKAzxi8FxnMCNaiBCZeKxZT8nnyNkfHyW0ncBfHumXn27mNY9yOw04gsj12FRBvAXrbx9iO1gGLGunW+XNzQJ9zrkG3sW0tiF/l7PV9f0TOej++Hc84ph64HCVR8ZmKKTa9v/H6MbjWrxcdNxGNp/DCUT4uUYYVc8vHNRPjDXy9tID+uuyYBuEMWMaRAanrIaLb6FIyZNDgPtdlCwT9ZIphmKtUBYJhyOiS1mLkssCEZpgPWkmQOaFwQQaBSdMgOq6R7IF3UrOrKExbWL7yDuSsKAlQCoaFWLyfseJEVeoCKzAj2AVOBaABOQukzJFqkASBhVBIdeQK5lXfjaxb/N3aBiglZbKNMswlg1OPlMgC6bSQjjPjAkZJVqUQzveKjiUFbxGCMtgilQKBoCTXgSs/y9Bxk5xh2czRyWBa6AKkzujnpCDKStOrHMF4dGM8dUTFdMim7zYw6jw4ieeHJwhp2kiY1py4bHc2YBpna7IYQe9Brx4EqSnJi62jATTdgAdlFmGAExItAFImvxi21sYlCDbQI6NWYgWAuWZyEfuvSIbmjNdsJNqeZAA767rJA3iSqg5fGXID40QQUuaaYAMCAoumXRRHxmLpFd25YYakdXUchxlKnqMIWf5uWxHMQLLCVylp9hxzfPRvArCADJbe0XZqkAChzip5skrCSjbHCUDX6XinpDG11qtSCCzm6iQCZK79KToHXSIU0Z0ZItLiTQC6fmLZhZalm0cb7eZi/oXfgj1nzxwUOFBwEOBf3h4QByxlD8MwHFFVMspE/G8HVauAQLtlX4pWpIyAx1+PjoKf4wArpqGLtkoLDgDr6+vbsrP4+xEUAdhWHRPAylR3EWjGcWgBcMsA+71WAeU22K4t1hLlGN6GVfnYI1sf7xvbvUrC0v7t1oJ2n9ec87adBW9jvE7cdWkBvptnQon6+1Zn38pGHIi3bHXbX79e7Ee7sxDXlQepLhaLI4Czt90Bb0wT6M6Dt9OdxHZuYx+iQ+hOWnTW2jmI68bnoE2v6bs6fd9/+wRmMlmGC+6MMTUQEzhyz69Gxlo7CuMk6FBQcaQQIIxuomXVCzQzh0s9nPJzdpmg11Mtr2tfbVO+FHi2CcAmyZUZpG3SXNS+HT9Ylg6BCsezAuZeAZCIaOYTsmsTAFHnQh9M+1AoxmA7hBVZykIsm4cGuDlLSwb83LtwQKopAlnCtYqNg8k2mAhkKQkBARV9TzO2G3vL9oAVGCh1BpyrLAcQlUnY+IprUHzcxcB3fdGdm+WcqbZ/qY1WWFuWshKjtmsGEL82Su2T38t5bynmLBQyX8SYWyKbb7sWG5i38xVQm9rdWHxm9xzc9VFHjExbXcl+suw1SFXi4f0W8TPt+PqiX1MZek5dXQ86kLxcu1TsFKr9SJysE+HDmXsQFTAnBd5+V9IOk689XVH6mzsg9easeAElZbqJ7Aui9sNAuO1swJ+zEKAqlpe+FtOCOauiMhzhDikBqdv+pTLaaDcXiyC73d729/21yN55EGaUszjwiQCgBaU7AYUWOK4KQosALl5jlTwAWFYQ9GMjsPV+xHYcTYYTHYY2ADIyvu2/47ktqFsVGBfP83GJYGoV0x2B1k5SimjtnMZCQLH9q4B7vPdOr8ex2kka0oL7Vcx8bG/rrEUHMh4fc2WvGtd2flsnKDLurcMQz4mxBf4MxXnztd46B+0cRPAeHdM4R61z6ee1jshO49nuTrQOwfWxYxuEi1SGTFOkeZBYVnoy+2To8SKijKNhvt4q9On5HbII0mSiUeiiulwqRX9DAyM5MfJg7INhOKkhaUrgKUPorxCEO5UqkE+at1fBopiummjQzCDQNHKpn6DkQbfqRetcOiMPQIsMwcFbQRkyEhOoIxilaw6ABAgLzXRhmLuISmBUl2wg22UxpgaoUI9QGX7dYFjy6aACyQW5UNVsd4kVyAn0fQOyOt4OTAXFdMc6gJr1xOA4fAJjcCHYGBiT+2g1Ug3KrVlLRHvrDpJXzgTE8mrrWqnPE5Hqj33aoKy3Asklox6DJkHhwxJ+iAfrLgGzMEOKrUU4q4LKcqtzotcthQ3EKtNcH3cxt2JbikhvugJdzWbYqcMmGVKLQQG6WE2Xz53OHfXqAIloG8U+ELkDs31QcqoOgN7SnjnuUFeHaFApp06lJ741ywx3ibyQEoX4ChT7EGZl6kWWwaheJZQLWeHXAimirLnommYipLT9C2G00W4uFoFMtFUBcxGERmAALL/gp9Mp5vN5BTGRnXXg4ix7y/ZGRjICllXFctqgSn8/gq3JZLItq0gE7i27KyKV2Y9AbBWgaUF4fM/PiYB+J0Y7strep+gMxDR3UYIQ/3YQ3Y5htBZoxvv6+a0GPN4vstvtvSMgj8A7zluUI7XzGHXcOwHxCMId3LaOVwTLnqEnXm8nEN62x53E2OY4j+2OS2xLHM9W1tX2qQXAfmw77u28tePTPoexbxGoA9uDe9uxuC47pkF4loxSNPm/bpmb7AFARleZOtfPopsCg26/UMeQ+cKYbNVmJ1p6bLrNrxk2OBnbbICpDPaggMDSQQYFISVn5GFAN5mAiLVwDwQiA2RYKDyjBJBvfWEJ3ggA5vab4GkFuRigT3pepowyaNBhsvzWyjkKOi7ouCCliTLcNADQPLWclFVH0YqEpqQGkyCxl1gHKnA1c+5YUwNa2kQD9qorNo00oHrwMgBimVMM4FnOQniuaRAhgWzAjbf2hxYq5wEAkVTZUTZwLc5GE6DelH1YiTHH/gC41wAFdABp1kfvT/F/q66eYYysTwigxXRYqyj5jC89IB13qeusgDQhu4aWWr5ukgKRDpkJROo06BeRBSSF6ptCHVxCQtzpb/9yJt05YAPfpRR1uMjWjmhGmrwwJ9CcyJK1UBCVDBGVTjEJCvcQdNadQTX7lMDJGG22XRMIvNqp+i7m5KTJcszhMht/QtRx4WxSGHanEP5E1nXDFkQMJqSuA/KAYll5il+3Op/Fdh2AspihLIAyjMV6Rrv5mQeSRVYYOBK0+U/f9xWoMjPm83nVoUb5gutx41Z6BEQx17WDJgcMi8UCk8nkCJDqkgS/x6rMLLG9rQY7ghxn2lstsh/j7fWxWSwWVXISQY2fF48/Woo4B9Wt4+Lti/reCPD8/Z2ArJsD2daJWAVU4/i0bPZOOuioN24Z9+jMRN26z1MLsGPbVrUzzn1knf26kaluQb6Pl49J/DuOVasHzzlXB7F1Tnx+AWzLhR/HwuesLay0auckzm3rWEanJ66XNkA4jpM/dx6D0Tpj0cnxddbKqo5mxzQIr9vXRUELua4X0G1rAiglCCXUtGgQDfQSG+g0McCkGmBOPSoLXESzRZBDVkDyAinBWFMG9xPM8gBBRuoIXa/BdZrLWwGSnttD8kJZb04gk2cwM6jvUbK2IXGyNIQK1MATI4w9qNAAutjC4YSu09zh2XKJk3gWEGVNu0SVNUdYwIL4QdVB2Phm8R0FW7TESIlQcrHxhh7jLKQxxSoKsX+5h1FMcsBaMKbmIlHcBeHOMhRqAKhEHToDgg5JtKiRsrQAse0KEKDBgKKFgixnnYBQNOk6nDcmwPKEu2nucC1Is5SFxGqT+kzmyn4XJIgnJBTAgzVJ1NlRVrvYdoM7hZryMnW9XVPBLUpg0AEL6NV5dO18qrlmjHUXmHNlshPPYgMdeLISmpyzOTNk7LJmKiHRYEmkCciVOD4WzGBYm5My+sz2xYIE3bnptL3ZKm8StL+i8q8a82ztVedN14Lfq2QbA5MQcfzgU55dlTGcVA6WM7gIpOjugZSsUp5SzDEebbSbn0UQE7/MI3sd0/lFwOFf8nFbOxY28WNiekIAtQx8Kcv8yQ4cmBkbGxsVpETQ2BadiYAssrAOrFbpo1s22dsSnYhVzkjUlUfQHcfBr7GKcW3b7+etuk6rfY5ArgXFLZiOwC+OXetoxGNaNjjOU2urgHccr1USi7jW/Brx3vG3vx/nLzpysY0RaLYOihd1au8X+xuDYt1cWhUd09j36Ki1QDeC8igdWsU2r0rJ2DpC7Vz5e7Ftsc+tHMbPjbsrvs5iHMX1tWMahFOegTIDrOCOnHATAykhrRmKBuUl7iGSIWUByRldrzmoi7Axg1FXq6B+yaqKVTc0BEkKBEkEzJ1KNEizW5ABQjJAJ4PoDwDp/MFR3bJqpxNEigbqcTIQLrYFr7+zFdPR+2jqvTxkBWOwbRh/kI0dBotVPDQwyj2IBKUsuW+AlIUlMsnGAK5gmBSgeU5n2MPtOb4hykyKscle6dOYUQW3bAysMd3WFgahEBtzDpPVGLIyMCwgsJc1ByqzqvNlsL94asPKs4LQK5PqGNYBMaGOBfwhVmy/HA67kmYOcVmMZ1Ex6YS/I9kqUTo7b6n/xH/Y8ln7PEgdHwXIgOesd9UHb3OGHIgDyfKICzHAXd2lUAeFba0XGy+BYEDyvtqYCvfWk2LtYNN9a185JZXCeOpJTtUhsyapQ8usDpb9LSALLlVHREMnrIV1d0GdOZ3bZJn1TRsOW+ce5Qnff1B5kmZ91ESMnKA7GSR1dkYb7eZkzoS3zG4b0OVf3s7yxS92D36LAKLV1fp1/P0WRDjLHqtQtqAwlupugy0jAG5lAFHq0FaOdAcggpfIFkaGtm1vCzy9j5GZja/tBF5bEB6v2bKh8ZpxLFtWOYLanZjwdmdilfyhZcpXMdarfrtFhnqV9MP7EK/b9iOuo3huXG/tPLRSlPZ1Z6xjX/39dqejZdBXSbdalj72I+4etOPuY7TKMWmdEH9/FcCP12wd1FjV0+cjrqvra8c2CC8DqCTUnNbOQNq2upDm71ZTSYMQgyydoFFrABKIkgYaElTvKlA5SFULGLPq5K+XgcdSK04mD/AiKg42FQMVaFChSyrMOTBwpgVK7HXiCvTARSUJtGSmSRupTLRl8nDWUfJg4M9hooFGIoW97MDTvEMK7bS2uuNgB9pv0ynX/iSIFSvS2ylApKr50GJGmt5Q4ZaQI2IycBn6Ylk1IAIP2BPzqqimwvN7+ySEH/KiQLHNpY4FyjLFoRL1Oh/bTVAvYQ4MKgXtPV2OlY6S9pOsD3HkFDlSDcglL8wjLr+hZfs8i4hzuwJbD9hWGAjsgamE4vIeW1cKjFWzrdcoy/aQs/xJXyeARFlu4g4sgzoKSfX+1TmsjoM3ilBsl6d+kBMBwraGlxT7MphWT1Udus1VXQOlxgaog+cSJDvfAb5PD1uwJpPNzxiYOdrNz2KWCWA7CGmLfrSgeBVAcmb7uq4DbAdsftxO6f+A7RUUI+sYQXIL8GM74lY/sL0yaARBqxhOf68dg1UW7x9fa6/h4xF/x/utYtR3ul7LbLdM/qrfq9jXeP3WsYpOyU6sfNunncaqXUPtfVc5LUcb+/Y6q+7l1u74xONah7Flyv38Vv4SdeExyDj+e5WT1O4SrQLVra2Kj4ha73Zu2mvFHa5vHxAuBhaItLw3kUo9kkk6ACuAI6bvZdNEExJ1KEzKIqcOlHpwP0HCrFYuBAAUBXelFEjR1ISlaEI+wLBasi1/JBRK6PopALIMG1BQkQq8yA66zvAWw0uBA1aQpQLMjFJcvEHmXJCmj6ugSLV3ZRgMe5LmRRfTKAPab4Pj4sGQTLXwCiBIhKWe18qDA2R6ZJexwMAkAZxQJCmbXtTBKKQOAScF4aWI6sM1U7ReINZ4JAey5kxwMoAouktRgZez27zEv0Ja2dG4VAfdysjaByFQnTPxVIZ+ATGpkGTleA14S3FEb7+YAOqWzkN95sTarv9eikrI4gfcwTEfhwmpunIuuVFpjDoORSUtwkYkl22AW0vBZ81YY3IlgSyZcdsFItu1kdBGBcZSgbGvDcC0/KzOJ0SlOQrC2QI6qToGVOdBdP3Ad0ZQQTVSZ6kFDUDU/DdhDdVCUzY24uNnbiotYxKkLItKUXVq2ZK5sGrwj/KlPdpoN5W14BPYDoiBI1P0RWZ2GIZtOYijFrbVw/oWeBuoFqUn3hbPrx1BfgQ+UZ8dAVibjaUt9e7n+r9FpAZvOjBqg+hWaYnbHM4teIqylPh+m2IwOgDehphbPEpCWkC+EzvaBjiuYrDbe7frId6vBev+Xss2t2y+z+sqoHc0wLyKxW4LSq26r/dvlUwlHud6bn+/ZehXge64ptrjW0czPgc7OSCrZC5+bhsXEK/Rgvp4fnwOoxPR3js+n98+IDxBAZyPJXWgrgeIkRdz3Wq3/MQlZ8hwWAM2ySQDXQfqJuDUQyiBRFMWiss+EkOS6cKdaYeWjeekEolSCnIxD4oZlBhC6wpM8gJSFkhcMF0jEK9BSkZeLFSzTAbDFHlhmC+qhnYQoAhpQRYyuYF2xBhnA1DE4EmClIKSM5LlpxQrgEJQ4FPLmDsZbYNGYIAZBRoU6OBNhKyUjuqv9VntjJ1PIHTgDIhohcZEAEjLiyNkudDdBWNvfY4s/Zxn8CDWNpNljFG5ibWTrA82rzBACkooSMiUbCcABjQd3Bu7zAoBC3VWXIfgRWZA6mgUcSZCRwQGBLnqShz9m57Q5ksfSNX4O4Ps12eTCNmCgqAEUEug1KneWQCkHuAeAnVCqpRJCggZRLLE0MWYZgezZQmGiacqU8lzTefHDBR9DmA7IoB9oaCoXN8qsBIlc8B8KIvKS0zrLp5HnsQcWw2LUKfCAmn9OUAHwYAsBGRzwViAYQFJeh+ipI5X0fUCSgCrY5zcMTVHRvPACzJlQICUCB0ldLm6rKONdrMyBwzAEhw4gJjNZgCwLegwFsBh1tzirgl3ABRBtl/bwWQEAPGcmJkjAtVY6Gc6ndbtdS/G00o6ZrNZvb63OTKfnsc89t/77NddW1sDsJTq+HERgLXgJoJ/4EgW28F+C6xiYKz3LQK+NuC1ZXAdSMe/I+sfpRq+SxEdm7a90SIbvYol9tei3KFto6+dOA6rnJeoYY4O1yqw7+fE43wNrtoZcfNjvb3tGEZHMx4TgyHjtdtYAG9TdLL8tTgXcbxbQB/bEp0ab5uv+TZ+IbLb0XFy8za1QdTfNikKlS21ypNdB+560xUTkNaQrFy9g1wBwHkLgGqROU0NyELBjgwK3EmAklFy0WBEB2SUahESovCB0PU1DbZmpXCNLwMWMJhoUCaeE7qkQZda/MaY0TTRwoAmNZBSkAtQihZk0UqgBdIlYz8BDd0j3xIwuYg9mF0CJBmrX2rObjGGfskSq8QmJUsn58BPyjI/ttLsJk1giOl5hQTZ9NmQQQG2ZdJQAOyg0kB/ESAxmDyzh2rvF75hAAIhQ6yUO0j14EtgqjNeDMB1sAXcdRqc61Uqi2C20Gwa5CR6KajpLI0hlrIAoMVmiuWzFmApa2IF82LMLYrqs8kZbgCAVrpUB0zHqMD9K3voSwEsS4k2UKCMrvVL9F46lWTzMpgOXy+W+qnzwcHpZCSiyiTbINadDNvoAFuqRWWfLfaAGCkBgqyKfTbHpFq9CUpRcF6ypTk0TTp74ShiJcA99z0YRB2YctXak7XXL63y9UEZfZNyoc4NLTceyAC6CBJpisXqK7onMNpoN1PzL/DIQDtojOZf5O2WdsuoRXAdA8kiyIlsXSxAEsFLm4c5tlNEaiYLBxQxg4qDrsiKiiz16vFe3ubInHZdt61yZ8swttKCCIDiMW2fWnY2/sT3WplCdHLa+60K6gS2ZzO5PteO/YtpJgHUtH/x3AgS2+uvYsHj8f4TJS7uAEaZUATOccyiYxXbEHdO4tx6xp52N6HdPWmZ6tjeCJBbEBudpZ0csuistLspsdKmz2Xb3rh+4q5Hm5En3js6Ae7YrnK6rsuOaRDuUEOMARXTkALmbRZnXP0b2779SUFCTcXnQYeSFYwJIFlQslX8s2gwxwhs2m/NuJIglnfbyFVUAGPsNZEFbHICQMtYz5yNhVVwQ5ClbMLALNcc4gWJsrKLBob9GNIbWP5rPx92nGmXWY8vgP67KijMY7TrkLfPvQq/lsA077TkhA2c12I5oiDPqPYjWUpHufbjuCtLgQhvrw5pB+gDIYi6coI7Tia7Yd21ABTfFhAY2fKN630Z2x+62n2bVKo6cZ1TZ90rAA8dcu23Xm6p4/fJJojFFUjdERBO1isyht9ZdjGHA5pykoDia8EJePhc25zW8QzetuVMZ5J6H513XecEyy7iTqr1h2wMlnKPwNKEZ0Pq7slSIkXkYaum2acqIqrSpeAOgIjrroOidmW8xVMYIjw/uqShxaSWDoHukiz/Hm20Y8F2kie0zG8EAxHoRlbbmeUWAALbwWHMhR1BnP9ugXhsV5ttJL7Xssf+WgRwLavr57dArWU4V23j73SPOJYRyK9yAOK9V8kyIvB35yWOv58XJUMxzV5sZ+yDA2BvV9yZ8DZEkBnbH9nYeD3g6PnB23a0AD/Ox06MbRyznSQekb1u52UVYG7ndhW7Hdsf/27B+tHaE8/zPq6ap2h+TAT0fv123cdrxHbHa3w9dmyDcPviV/10AWUBqAMogZCRiwMI3c4XAYQnlhfcGdsMEQXbAoJkZfdKEUg2eQqAeoFioK8CclZ1r4MOVlZQHKASGwGoKei0Laau5aRpEEuGluvOhmt5qWmvYFNUw+wVItkWgnhaQoM7WVQyYMiZaOl4CBGQLSDRaFIHYSJSARMBXmgUFYHXf9sbll3FlqJKdIqVTAcZWC6VjdWLaqYQEWWrBaqTZ8sIzcTKCtutyMYTYrmird3EHTSHtcoRkunYRRSgZSEQZctPbaqGxAZQTdpRvJN6DNd2Mjx9IcrCMuw4AKflePoOQX3gyNhm7Y+CcC2a4yB8OV5QR6OY48IJwLB0KL0d5hR4hVCNK6XQHJXtEKyN4iDY58syn1iQL4kq0anOo8YG2INkQNyO9Uw4VuSHLD+49t/bKTqfUHkJs73med2JTLNiboFuOei5ZLsl3l3beSFaOgdMCs6zx6wCGlhNqO1YBo2ONtrNx+KXtAPoCJhXfdFHRjqe6xZBuF+vZQNjdpMoI4gsdgQuLcsYj3fJSmSUIyhrAXfsQ2ROY5t3Alh+fhwPf78FXhHAHk17uxN4a/XVEUhGIB6vHQFsdB7idVtnwMfXj2slLnHM4vi3LOsqgNoet2ou2uPbYyLL77ZqlyO2tb1OC3p3AqCr5r11nNp++jHXdf3WIWnb689UnFcf79jPKJOK145seNvvNnDz2w+E81IygDwg08RyVzuI9i9pBc+cJnAelzzVILLpagHqe+QhWwEbgDtbrB6EVqBBnFgWWNF/mGbcszqUAs+jTICmXgMtt85Ji48k7kAdgbNKXApxBT8QlWxolUwBcgFLRrckLNWSphwkkwUITQAHmgjNtBLiymyqppocTJpMw8F+0gTe9WyVNzgj6SBUlOgvGUAGe25ygrGaZFIERbjiDzNZ/0nL5Ggj/YPMstdYMSNlehOIMpA9bR6DRFMosjG8jMHu6bscjDQhzRQDWFBhRpc0bWIuQPaATtFMOaqb9iBSXjZVrCiRjTcnsqI1WO4OGMDUoFQCkFR/DsvOQzE/eqjeaUBb8twvBgXdvpMQdjyYgeROSUEZFkAF1Mb4ACqV0kmz3/4lpIKsjgDPma8On+/OGNBmsuqpCGMn9Ri9tGvAbcvOPKti60Ir2dqaIyyZby6VsRdoKk6xfQsyZ4yQqnNFdj67k0GMkgtSIvCgzxWVsVjPaDc/i+zyquqYXkTH/45gowWJAGoxn53AS6vF9ftFoB815RGcxvu0EhGXK6xinv3eUUYT+x2lMKsA4qp/rwL6EQi2OajbnYBVoN2v3WqmI5PbvrYKhEeQ3e5WtHKKFljH68dqoz5ffd9XZ611iGIfVs27mztgLUCP8qPW4doJnPu/Y+rJdoziOdEpiWt71XV9rbeyn9ZhaNdIXMMtaPfz4zPQsuSxne3aiD9+XOtUxd+r2P9hGGoMxNdjxzYItwp6yvTBsGuplf0qy0aEzgqgWEw3CAUFGhhGzrqKgMqArjP2kDoLbvRFWyDDgNQDcBBHntpmCZhQKsQDoKCPjGolly3kAbUgCXt7oFk/RJnUPKj+liDG5BIol8pcaq7vrDp1AHkomPQJZTAtvIE0DZ5TBpVByqiyyylUV6+KGpN3iGxD+sQG0pIHRwKAPpxW5whEgAyoGWHMFYIWh9HKk6VAAaUx5CK686AadW9nZ7pqA+BgyDBb8rcyKDgThhQdh8xk/LOCaSJCIh3X5VqBBonmDJWdLFljDVNcAm84+40eyHMkYnVw6oepyU6IddyINMOIsfF1MACVgxSnro1ZJvPZAN05EUDExsrGTYMq7cOM/cPK1rgQAA3stAZUZpxAQPFak+yukDaFdJX5etZ11aFmd7GmcyXh9fwyqJMgBnh1HRAo9aDiABw1zaES90tZTM3zac4HcQJ3HUiK7exYXIcUUHhytICTZh1SH0SQZYEirBmJ6vbFaKPdvOxozGM0ByWt1tav4cf43y3TGsGDF8iJ760qxBLBiweUte2MOvN4rAP0VUCjzaQRQdMwDOj7fltWlVVgLjKVbq1komX4o9PQspuxba1zEgPpVgH3GLzquu3WYsCn36ftXytpaftztN0PtzhGkYWNoDq+HzOJRDY+Ol5Hk4K0YD0y861Upd1FcOdtJwdplRMW178fFwObo8MUdw88oNmdQa8I66/FXaLoAPh9Y75vb4fHRax63mK724DZeM63TWBm1Z0yAdwbE2xBaAQgpWWhEAGIlFFWrEzAsAAkG0AlMGfTYFtxGFEm3Tf4xRh204gAMKabeck8FwFzWjKSUIBVsljmEwMyrPmZ4Vv/ZaFcM1uuaYIhXK7giCgBMgMcYNtOgJLs5n0DmtWlgjVCcXDmTLUBRj3IPG9iz6EBDWD0BWwPRUFYjC4ncIaSAAts1AfArlSyMs52eGLXNhv8Le4kVb0KaqGWIgAGwBY3F3UOGAXS9VrdU5SVJkomi7CR0UGAF9IBAKFkaRgNeLPvHqizpky+gusqmSaBZoSxDyuIKVj8g0qswqrOJ8gdmwEePVglHv6FCgazBl5qKXb3d7hetyajdycIR7I3pbibJduOBbFmDdKJNmCuNxF3FEuu92AIinjiyOW0qpOgiFwDaAWCrHKSXMCdj7nU50S17aJOjgXmqupEJVJUNMUnOJnURHRNsOdY93kzt4CcwaeQynC5I0P+7I822s3MomwhBrjF91tzABqlIBF4+DVaYBNB7yow5udGAB2BvYP3yBZGsBLBxSpg5efEUt1R7xv/jteM53u7o5wmstGtznonTbQDtPj+Kna6vW8LmtodA//3KrC5k626btvW2I7Yv8j+rpr79rf/u901iGO/6pqttdKZ1klaZS17vMqJaNvvf8e+Redu1bi0f69ycFtGvXU44hqJbW1lJ+16b3dS2va0DtfRxqu1YxuEwxYeMdD1SwAOQpGsLGrRrXBxlk0yIAZ0bWscIgZKCct6MkumGMAyNRsZcLR7O4gjWgJxIt9mtwmqCB2VgQQnK1iiLC6YQXlh8gZltj3LRQV3pBUNq3wGgFcNrOCQjKn1hvp7UjtmbfRAVoDJ+FFyPTiZxtoXFFuwoHZC6r+DCUxKYrsBtciOAabaH+WetW1B84wAEgVQiY+JgR2Ai4ClGJgOgNXBoA+BOAvssgjjvQ3cEcgKJNkoSjEJEVyJYseJyTq8bVTnHX4d7gz4uzMiej3TucOKGJWwucAESHa0a/NVwaR5EzV/PPR6VapiU0neN/HYWp17A6gALQOPkeo8+FhU8C5aLMrHxT6yUHOAg9VZLAM8zkD75+kI/b4AeynL4IC4UyQMZc1tHfuOQM2KYs+xhII/ZFexYTSXw7X1BtxHED7azdAiSxiBpQODWB2zBUcRnKzaKge2Bwn6bwcVLXvXgp1VFq/fFi1xlnGV4xBBWtTdehv9d8t4rmrHTg5GK01ZBYy9D/G4mGmlvU7bhlb7HNvg77dzGM+Pjkr72ipZRPv7aMetcgjaNvvfLQhvr7mKhW7HLWYTWQXAW+a/1W3H3ztZu8ZiH+Izsep68f7trkxsT+uM+rmR2Y968XZd7aQDj9de5dBdn/5HO6ZBOBngZO6BlIB+A4q5B9AwKL4iU1mLs5JkW/UGEsgBh9R80yWr/KNPvbKpBggLBMSdAmwr8w4wcgFS6nR7vCx1wAJRiQsB1K2bAzCotrYoE0rMqiVOPWRY1K15B0JiTD5Bry3duuYfH+YgLLfCSMSK+KS6A0A1fZvndAOEWUE8Wf9ZmdNUA/E0XSHgH1rKOFNK8JzgVIyLtGuJpRUUdAow4R/oZCkUHWQpsC1FLA94MZDrVTarj2AwUgAZIBjMvyAASXX5FuioncoGuO0sQ736mkpJuCzgAbjapOQKCZBwvRTInReT5fBSKgPANNb+cKp+nRw41z0TYBmdq4GF1fnRBkMk6zV9XFIyhlogphMnL5gjApeVSCn1x8GvDYLdQyyvPZZOEKuMiCDIw0zHBFmdm8RW0Mlm37T4xaqhEgjc9cizDC8UVKF+srEzwGwJYZSlF12vREVzhHOCFIaUhVa6pQRKk+pcgnQHqRDb+jIwXxkt1cVL1meQE4G5LB2Q0Ua7GZl/CfvWtG9xl1K25eEGcARwboG4HwMs5SOuIfbj2rRx/rrLQCKL297Hr+XvR9mJ/7gcowWrkQHs+74y+N7mlqlu5Qtt/x3sR0lM7FfLxMe2xJ8I5lpQHQMkW8beddktex7ndBUjHh2ROP6rGP+YWtLbE4G2yzBi2r32Gr62WmC4E3CMayqC3NiWOD5xzlq9eit7asd1FcPvsqR477bwznw+PwIse2rP2L+Yj94lTjFvuh8XnYyYkz+2y+ff++frLjrOcY3EPsadqvZ5X+Ww7mTHNAhHNwH1E82JTUAZDleWlGiK+Ww/QM5jKihKxlyWobSb21Uzm6hAawApOEtYKLRKCSgGGpXGA3FfU8ypKTJKtq2OYiSnzBQ4E2lxIC9+AkEuBVQYSBOoLEG14sWBCCngJU6gPFMWNyWgzAGQFuZB0VhKZEjpKvHNfQ/mfvlAl2x8p0o9vBClACBy+Qn8FXihF0ZWZlxkWTkTqgXWFHMFYIEk3YFIRCBxnbYYUF4GaxIA0ehXaJCojp4UQUpVcY8sHYrMQdwrOKwBlQUeVKhK98EzYVt5dpOOoBig1PLyYmXQYTmnYSCaUDReoGSAOr2mf/gl1mBFix/g1Gmqv1KAMkOF12QgFqXKKqjAgmnzMqlKAZAm4GQjX7SiZykDvKQ82PZDfHdBBCIL807UcZNcQFh+IKEwatYcLKVEwLz6BtUhs4BZJZ4XFohpxXk4g5PnDV+gzObLfPQCCBWV83CnTqZkUCLIMMNyO0jHVSTXarYoM0wSm3QnoZSFUtzUmbs2gAUmj1FmnTlB8qDVPEmDeUUyUAjIGWKawNFGuzkZM2MymdQ0gRGcMjMOHjy47fgovWir+kWG0s+PwAk4UjftYC4CQjdn4SMI9mC6mE6vBeR+rZi+z9vhQN3fj1pqb7Pfy+/rFRb9Hi3D6f1owVW01mFxINyy0hHstZrd2L9WQtMy0quY7lXBfrHt8W//3UpzWgciAk0/Ll7Hz/d2t05LBJyr2ObI3Md11jqEPi9xTbbSJWB7rvOu67YFZwJL57GVh7R9i330IMd2JyOu0cOHD6/sX1xv3p74/LnD5/dyIB/fax2+drfI166PScwmtJMkZ5Ud0yDcqxo6KC3SGZuoqeE4sGyKO0QBGRGYlbFzSYsWL9GKkMmrCJpuWqSrDCETAzyxbXiuAX2e61sZUIIwWbGVAiKBZFuU/uHFVjRFtQdAGbQgi12neGEYTlUkIMYwKumqW/OEbJklDBR73uo6SEuZRlK8qkwpPNBPWUpmy9NNosw/lEHWIE0xB4UA0fFOzHodMqlBIpRBg0Q12wVrERiyrC1BKKFZXzT4UncWjH0mASUFW+RMOolVZPTASSvmgw4a/OjSE6tQaVlSXOCi1wDE0j/WR0pQ5wMmnCiCkMudsETN6lgxoc4HeZYZ0fvHtIXqvOXq0GhxnJBqzKU44u1Rj8lBM0GXkWa9sVzaVT4CEIpJmdwZ2sbBm5PB6nCY3ltjCBipnwCS1cErUTKi61t3YvQesOWBlNSVKrrfQSDL9GOsAAp66nWXpa5pqLxEutp+GcwDsZ0HV1vZtg1ITIaVlsw9IUM42eoWUKfrjhlIHaGfHNMfYaN9i5p/obd63MhutiBk1RZ8BL7AdlZuFaBpgWMEdztJX9rMKq321VnuCMxbkNte23+34HQVi93e2891ANWyyy372wL1VqIQmfz23Pbfse8RNLZj2zpJLUiOY7ATK94eG/+Oc3w0nfEqxt5fb8FtXHMRZK/qw07AOL4X/467F6ssOm3+d2SemRnT6XQbQx/PdQej3YmJuwbx9TZAdtUz085vfCZa2ZO/vyoFZWyLr7OYGei67Jj+BiMHjfZl7nIT1eFakKNXximqeWbXpTJXEKSDTqDEygUyltUhvaKl5x8nMikEAOPvPDhNgZQtUGffKzxaZjUBHOCJcc1SMZxeSllaEgsgtHNKAPpVrw1YZhNjLsUeKNi1YKlZDIESWUl4VIUvQIKUfEcgkKYGhJdBcWTxg6bFFU0QqAuXNac6oV5HX6OlPN1E9T5PllTPUjiaoxQ2FaSOqT24JeiN2Tuo+xnEguXzpCkYnctf9iV8kInOlXjgJgDPxqJ/27XJgGPxyfFgSgWIRECu6Ry1fYQMz2HtrlEVQYldtwSXwBydqoWmoNk258XHx7w//+UjZSkP1Wmsz8Gy2wDpSmOTX9X6OFIXxnJ51mqpvk48g4y5nJ6W0bdbarPsOnWsxfpt0pywvj1g1h2gqv9HtrXsDQ+gwvZlUIpmYyFC6o78YhpttJva4hf4Kh10ZPYciERWLYJNBx/OQLfAPrLEqwIB2+N2am88pv2JWuHI9rXb9K0kYZXMxq3VbLeZK6Ju92isacuUt2PTHtNesx2nowFJPy5ev3VsVl1vFQA/2vV3YtHd2jiACKrdfN217VzlxMTrtg7Y0drc3nPVNVf1cxVbHJ8T71u7LlvHrnU4Vzl9q5yltn2tw9raTq+3z3C81/W1YxuEw3JHV8Yzayl1RYB1S50sz7dAlrnFCQopREE8O/uN4AERwaqZGFROy+1+G2PHCo6BPLBTahXOsP2vjbb8yKmCm0SqDVeQ5my6MaCFlYlMlnHF3zMQyaxtV+eANS4OtmgINb92sXsnz7giYrhItLw4K4PtGFEcxdv/i+nA2XYfCKonLgQrtQ6kJAZIFayzpfAr1i8xwOyDp5hrAR9OISAJAGggaA2oLQKYrAFl0N88VBZXhCBdZ/p+HWshB3J1QkwKU4wphgLLUmwFqZOlHS+VCXZ8CG9jxYYqyWAmlOxAVLPcAJYFxFAnSa5Olzoi2bK/cIXYGszgW5AEzxjjPptOijpUPtcA6zliQaVEFvxIBrptUcICP7lefilD8iwmgN3THAmrxklSIDKAyIRFBHipUw98JWun+FoghojLl0yHb8+ZDqnoWva2BYfVwT1ZUSqB7pSoY6JzpgWhtjtoo412c7RV4BbANs1pC7YjG+zgdJVcIp4b7xH/XgUsdtoqj/eOGuGWyW+BTKv3jWxiy9y3bHm0VgqzEzhvz4265lUyDf+7dUZcJ7yTfKAtvNKy9O0ug/+0/W11zauAb3wv3v9o1p4X11N0RlqAHtMyusU+tf1unY7o8EQHLb6+qv1xXcQxXdV2b2/7fnSmIpPu19oJCEdnL85bXGexnX5O/HunPvhaimksv31AOC2ZZgLQyaJWjuSkQFMZb2UIpQgo9TZZAA0qy2AirSzIGlyZyBZlHhQ8iVTww2RZHALDLbJ0BiqTLAsFi4qETMYAeEVCIEO8qqJt8mOYwfLLAXlhMFDBeikW1Nn1Ne1iqvOsshDmhFy8iIs9PAWQMtQ0jCBG6pLqaWXJHnuWQCJy1I1IS3PqgKwAuBgIIstDLVC2WyU+OgAOrzihpqkrtZS8Aq1ctdra4iS+k0DAMKAMGoA6bC2QM2pA4rAYULIYZNPpSZMe3CVwYqRE6NY2wKQyED1KnRmdZ2NDUEA0AJKsFPpQG08V/foSM0dKBJoP3CUjBA3iLCZRsXLP/kFm/RWxQj4MoMzRJc2P7qAfjp0ruexfOK5l192MRNoHIdXTyyB1vtX/sBzs1Ym0JSIqoSlgcFoDsADE4gKig1AGA/ODgX1tcyINTC6+I2Dv+ZoncsfTxqR4H0yS5f2xYGExp5Qtb7mOY7JjUY+3fSadP9YA22L3KnnAENKijTbazcVWfQn7F7iDv/hF7prZuOXux/hrETxFoBSB8iopSWxPCxoBHJGPuZUVEFHV+Dr4iYDGg9ocbMa+RWlHzOnsfYg6XWf7I+MewVO8X+vQtEWFIhiKUoHWQfCxbx2iVcxnBKnDMGCxWODw4cP13qUUzOfzI7J1TCYTTCaTOr/r6+tHrI9WduN9iLKK2D5/r9U5R8Ad10LsT5tfPK4hlwDFAMad2PBWAuJ9WKWR93GLbVt1THS4Itj181fJhSJo97FogX7Uf6+SZbX9WbXTtIrxb9eTv9Zq+o9mxzQIBzoITyBpgtT1kCGjYy3zUiw3syCjSIFQQUqM1PXwkvXc2yIkAlECpx4lD5a540jvB8SamYQ8ZZyyehpU50V//KRi5KXCiZS4AiUxUCUyqMKZBIykafIc/HGq5DlcilAAlGzMtzP02V7XrBrUTcAiKLmAsgYiFmMdydog2Vleoy8hCigr4El2T22Lau+TyQoMq4kgUaljV2SCIjN9kAD0ZGnOqdP0jsi14iJVVrlA8kLlBUNGnmXMDs1weHOG2dYci9kCs8NzzA7P64YCIJChKNjnTgFkGVBIM72AFOB10ynWj+sxXU9YW+swWevQTSZIfYfUKRBPfUYRc4rsmSW2SqJEGl9g7a1stMlcdHhUrrQEjABoAmYAsvALanCqV/QEgdBrEGao5qrrJtlYM1BmWsjImGUi0vR93INSh8RaREeSZx3RbC6pm1rwIgGFkCbrymTLAowBQhOU4k6Jph7U1J0OlrOmguym5pApyEYRS42pQbqABkcS+we/ps/U9e0fXgyiXh2DktWpBdUf4t6eGbbreOVSvYvGJZCK6G2XXb+g1fGtEp3RRrsZmn8xe7XLNqgP2M5OxkIj7Rd81DlHcNBKEVrA6q9HoL6KHfdrOACOoGVVlcoW6Pv1Wibff0dduYNYIqrjEp2LVeeuYm69LUdLC9j2KwKmVhPs/Y2AqxTNZjOfz3Ho0CHs378fhw4dwtbWFg4dOoTDhw9vA3Uxv3sLcr29a2trOO6447CxsYG1tTVsbGxgOp2i7/sarOoZSfycOBfen1Ua9WjRUWrZcb9eXBNxrKID4Obnu9MVxyyOqTtccYfEwX2c07W1tW1jF+UoMZ99HAdfR7FfMbC3HQ8/x+c63is6db4e4+5LZPYjyI7rJDpw7uStcuCOZsc8CCdnAQELdlRWr5SCIqTBjCAQ9UhdD06dgWHbcjcQDmbNeiEKvgSiQLiYlEMEnrtZ9eKVYlz++MCLZc6oubKdBSdjK43xFW0HRKyQj29RGsPoUmNSAEdEFs1mMhfu9dzkynSBFmhRmQQSkGQwwKja9pyhFRzhH1hQaUzxLRwFRSb+BcgCXy27CUgBXlEoCeKEQh1QOgWTsHSBINuEsBliQSm2m4AM5DnyYsDhg3NsXXsQ84NzzA8PWMwWmM8GDPOMYZExLAqGRTa2Va9VslYh1Vo0VtGRqMpmhiIQnuHgJCH1jNQnTKYKxKcbE0zXO0w3eqyvMWgyBboESVqltCqwxSQSXjKeBCjOqau8Qxl19Y7IGG3NHKNzrkuBAPRaGMh2BCQnkBW1IQiEtCKkrWKdLwue9T0F5mQBqgLJGUWMAXePBpoVRp0lmAPV1eOYOjB1KDBJhwwQy6Vvp5vcSLTt29ahFX2wlJguDHFZl0q8WGOijRkHqyNXx9Cym9R835TCl4vl/KYjv2yZALAAVihI59mfq6XbONpoNydrt8QjW9fqp50BjiCllYO0AWjxOYnXastst9IJv0YEqS14a7fs2yI9q5jyFnzH9reygAiA43Vjfuq2vbGtq6Qy7XhEcN4Gw666RquxXiwW2NzcxL59+3Dw4EEcPnwYW1tbOHz4cAXl/tuv4/fyXQ1mruy/t8vB69raGvq+R9d1FYi3P55dJ7LLrePUOjztXMR7x+PjNeJ6jBlgHAi3MQotAG+zqcTxiOMdgfBOmVK8PW0Qp/+0gZGtIxLHII6FM9Pt3Ps14k6Sv7aqbe3YRdlT297ra8c4CGcD4f7AMoQJRQQ5z+H5igms+vA0UXAKF0675pYsGpM11ZoUu7ayqgSqYJntUAXcLp+Qur0OwHDUMkCOmDXLx/JtA5WuGzdhRQ14VKDCHlQKZxwnEFJttPoOuoVfS9Bb5peazYMBsLHhxpyXYgKXiF1qVCisvQBBCx8RtmcXcVAI2PUpgagz4NaZ9LhUcOb5N3QMBSgD8nwLZTbD4tAMB/YtsP+q/ZgdmGG+NRjA1lziYkL2nH2KLH1QAXK28WfR3NEQyxEvyEPBIg+YOTAXoJt0mEwJ040Oa7t6rB83xcauCSa7C/q1gjQt6NYIy5L1YvPjqfrI1gKqo0JEpve2cTSKXB/C5W4CucTI5UnSgVKxlIowkL+8huvcFWCTLxZrljMH5mg5WUEmeWJ9Ikiseqwx2cqiB/21ZNWvpyk8gJJgcu/ULdcDnImHORKqIdeMOnY8qwbfWXN3DMhlNmLZXOrnkoFof2bJn2MbXB/KsB6XunJ3SO3fq2OoRhvtZmMtMMk5H8HMRo14PHYVc+tgod1SXwV4gSVzHY/311eBmHhu/LttU3w9OhkRsEXG0S0eGxnHNiiwbUcLIiMb6X/HMV3lBO10HUCZzPl8jtlshkOHDmHv3r248sorsbm5WWUnzrpGaUUEiM7yezuiLGEYhvpz6NChui4mkwnW1tawa9cuHHfccdi9ezd27dqF448/Huvr65hOpyslLO34tI7VKmY4jknLFrfzE526eE7Lusf7+breyUlrd3FWzUfrDLRAvu37qv5EgHy0uffz2rbFPvrvdudk1Vj6+LX3OJod0yBcFQoJQIJkwWBV9IoI5nMBiiAlBeCJAa+WacjABspzLrAx3QZmBAZ2FeipVNlyTxf1bgmokoXExlKKmFa3GBAxFi9NgGGozDabHprYmEPYVr0FNurWvh6vLKIgTacYFlsKmkkZcONDjX1kawMgwhAUUEdINFgBF0HqeiDnUE3ReuJAy9ucejjCISlA6pDzQncXKGkfk2nE82AFVBISFRcSoINlsZYCDHPI/BBmm4ewedV+HN53EPPNwzh0iDAbRIMbSwGLbzqoG5Osj/NsoJzIpBHKFhMXJGbTO1sSEyYk0lSTpQiGQSCzjNmsYL45wwECkDp0Gx12HT/BrhPWsPuU43D8qcejX5uAumSpFgeg4wqMVTaiebQJApbljkhNU5iSVVFVp0WEIWUwRhoAJWO1tuoK9g0RT8sHFKTpLuTFrDpskgdIGcyZ1LEGABH7kOdkHxKehUc/VFKXNCZACjIEnEgdGAGUYTcHsDqV5jjCgi6JgCEDJZtUZoJCnQbdsq5NZaYFyYMURHdLEqc6l7pJM4WUBSACyQuUIuDJmmbfKQLqCGBn2snVULo75TsHYmw9q5PXdUdmgxhttJva4pd1BNwAKovq0oPI5gKrgUIEt77ND2wHl3E73+/rr0fwHsGEA60IHFvNdStr8AIpsb1ra2tHlK1f9e/Iyrvj4ff2Yj8tu9uykW1goTPOrUTFwbL/vQp4AwqOZ7MZNjc3ccUVV2Dfvn3Yv38/Dhw4UEGztznq2KPO3K8T5TYuzYjORcsy+71nsxn2799f18PGxgZOOOEEnHzyyTj11FNxi1vcAmtra0cUuPF2xSBGfz2OY9x1iA6Zr00fE49XaNdeHK+1tTXMZrNtzouvI9/R8Tb5dWNxKW+Tr6PIjkeWvXXgVj0XMV2mv7eqWE7Umrs0JjpI/uz4T84Z0+l0R525tyeuyygR+rYB4VIyhlxUE04dwD0yWEvW00JjHNkGi4Fl3jVjkAEDLL2yuMqnWi4RgmbLGBRoKzmqICeZzhXLjA+1rDgDRD2od6mHss4kEnJ+LzOTVGYVgPDyASEHnC51MO1x37ksYsmQAp5ZBdovkyRoYZ45KKmrAikgGWqFRDiE1zrqdi1lrGWYKRNOvJQjWGct9A9Flg6OlAWAwZhwC3aFIC0OYHboELY2D+LgNYew5yvX4tC1hzHMNY9710+wMem0QJL1YfOwYEEqBS4ABseMonfPJjHKRZnvSd9BY2i17QWaOWVe1EFhrZaDDsrklgLkQXD4mi3Mrt3Cvss2kSZ7cfypGzjplrux66QNrB+/jrU1Rs3JzWz5q2EBn8v1VIrtYpBmWSkAEnnmdl2nlegmAaVBy9YXgRez0V0EnQ9BjyIF3E990QFFQB2HOdd1TKQ7H0IJWbS/ZdCMJNxPjUE3p40ECQXMGdK5nr2AqLdFqM4pYQGt1WlVYRnqHBLZGsqWz9318/pWx8by+Re6p6Bkfw6oPlfcdfDiTyCVrAjYmH17/kwGpF1WvTzJDEQZ4ILSCdYmR7JDo412U5vrTCOLDSyD4iaTyTZ2byfmuWVyIxhvZRaLxaIWymmvFbfXW1bcQUw8vm2HgxQHmas0w/HeLSvfan0jQIygrc2v3DooInKEtMB/R5bW+xRBcMts5pyxubmJzc1N7N27F1/+8pdxzTXXYD6f1zlaW1vbNvaHDh3CMAzbwOIqqYbP/3Q63Va4xt/3322BGO/f3r17ce211+Kyyy5D3/c47bTTcOtb3xonn3wydu/eXeUqPpYRnLd651U7JBGMx/faojMRWMZrTiaTbesnjms71t632EfXdcf5baVFR3t/1Q7OTlIdX3ceTBudkqgXj45MK8GJcxbHIt4rXuPbJk+4foeTZbawnN7GRnPXg0WrLyZjkktdMKT76Owo3R4yEcig5bylDJCimSmoMpRBkMFs4MCZQA/UtLYJ1WPr1rmBXhABXjzAgTjD8oA7ULFzLfCNU0JKGpRY9dqsW/nKcvt2vSnDWcFNImAorIxy0UBITik4JK5NZniIoQwZuep02XS5HYoMngtFmflkZ7hsJlv8nAhKzhjyDFvXbmJz7yY29xzEoWu3cGD/FvJCGWBmwrQT9N2AjoFEhEUhpIWmmfQAUGYAZZl1ffl/DSgtBeqMZc2BnssyToCZ7NrLuWHWuVwMAhjDXoaCvV87iAP7F1g/4SB2n7SOU05bxwmn7gL3SdNEskBoqmDR6OtlRkBdR8QEppCaL+QX1wZkaNBmgVfx1Hl26ZHPif/TJCTs2WoIVT5ESQOTtVfq5JXBWHIGpYTCnqZTwFTAmCkrr9s4CsIxq04ESN1TXbNZJSW0HHURgKggkQdowlhsiwkQMRfXzQIuGaC6xRgYc/OUyTLOaHXQpcSHCVpZtX6ou7+gAdHLmR5ttJuPRfYUWEpSIuiMWusWzLQsm4O6yNa1EhS/TgQowHZ5QWsRULQsanQAWkmNvx5/Iojxe0am1S0CnBZcR1lOC4L8et6OeK9W2tC2yS0ynddeey2uuuoqXH311di3bx/27dtXQVpKqWq2Y3XEqAFvZRexn20mFX+/1VPH/kYNtgN9H5fLLrsM+/fvx/HHH49TTz0Vt7zlLXGLW9yitjGOva+lFiS278fg01V92GknogW/cb3GnzjP7fpwxzNKTtr1FZ2EVe/HcVx1bNxxaQF6HJcYHB3v3YL9nVj59nrtOF6XHdMg3AGtDjxUBlAUOHBikChwIioVBAmg54CtaE1FO4AAZRgAFEuH5yV3HTSIAlMhA1t2HgI5abKVGnipdPuKxWNtNxAOSp7zTvvjR1mQZZ3wiE7qIrAFp/ywySEEXrUxdarxLSWjyFAD6RTuK1j31I5GuqusnENb2LW7ekOGIJGBS0AzlRQoMC0DhsUc5fAm9l91LTb3HMSBfYcwPzwgD9omZqBLhL4jTHtBZ7hyWBA4kYI4A1uaulDHtkDj9Py3WNpAEWXos0ADM4uyr4mBkjT/eEdVeARmQZ/q9KEUwfzQAoe2Mg4cXGBz/wzzw3MQCtaPm6Jf7xVc9z3IWGEBbEwUidcxlaG2CQZKw0cbHPzCxtjXgu2R6CyzrgcH2D7tDvZrFp2q53fG23ZbLKCUa7tUJkRVQmM/lsubuYdnhdE59yDbeuPl7g0ZC+5FeELP6hNF/rxQfQxItSS6xqIzTMH/gEcQ2DPG9QnROzBQahup7s6MNtrNyVowuurLfhWAa1k2fy8ywFGT3KZ0a4GDX7O1Fky3IGYV8NmJIW8lEi1ruVM74hZ/ZPXb9sdxiMfEsW01vW3gp59biqYRPHz4MC6//HJcddVVuOaaayrD7ed2XYe+72vGGr9+3LmILHFkQdv5joC3TcsY5y6OU8xhnnPGbDbD4cOHsbm5WTO0AKi6cQ/0jGMV56llvyNIj8evAu5xbNu+teC8lfysej/+bkF3dAhbGU27Jlqg27Yh9qXdtVkF7mMgb/sMtLZKnhJB+U7nrbJjGoQTMxIzuqQwRyr4LeAk0MLpnirQ8ILLKzihFM8LXSqK1nR+Ak+D5mywWKEUNgaZaxBlhjLJxTltuKhAwYUiTmJWUCUGszhV4KXwJWnGDQMXhGWbiGzCvf3YvqCIYJShwTjL6ayLmDR9o/L3QNIPGs3i4YuF6hgRimJ7ImvPMjARqfNBVGbV2VwQhCZgEuSywDCfYXZoCweuuAbXfG0/Dm3OsJjpfbukwDgRFIBPCesT1doPYCATOOn7bEAayBiK/l2gwLcUB3YqD0km5bBYTizE0i4WAhcCo6BnoGdgwkCfgI1e/Z4swADBfADms4xDhzP27Zth/zVbwGKOU265C7tPXsc6byB1U+t9B6+iKqLyFx3XYvneJ/BMNbo/w9WpqBlEwm5DEftgE59T03c7UEUA3R7wKgb+3ckTqUWK9MPI5rCuTAKjg5S5P0AAsspLYEWY/MOjMve83FWAOj2JNU6iVi/1c8wZJhLLBy7VSdEsKwJQsor3toVgVycIwKkGeKJ+UPusGrvhk06aMaZLY2TmaDc/c7DWMn3AkYxbZLX9y73VxgLb2fQIIiJj6fc6GvCOQKdlA/39VWBqJ011C7hXgfFVgMhlCX5uzAKyE2sbdb+xn1Env6rfft/ZbIaDBw/i8ssvx1e/+lVce+212NraqsDb7911HabTKdbW1mo7nKn3+7Up9yL7HaU5UW7i8+hALx7jrHtKCdPpdFsQ6GKxwNbWFg4ePIg9e/Zgz549WCwWuNWtboVTTjkFJ598cgXuLeiOoDdKY+K4+GvtOEcHI66znXZGIgsd329Z9Z001i4Fivde5cyuytAT10V7f++r7zbEwM+2r+258Rh/fZXjFx2Gtm9Hs2MahFc2D0YMU0FhZcQZM6g8RcFnkeU2FpybLAsUGQxM2eAl0tzVVrHSgXC9VZcqQK4g0IC8IKEQo2TLXBEXoFiRGxGQDFbdUYMnBaYw8Ws6sGEvoiBLxpHICvBkp6v1WEomfcjQ9HN6ioC0yA4lwzaWOs5JVO9bfagA7joMZVnCHSCkjiGYWNXKbPcREBsQzQDKDItD+3Fo30Hsv/oArv7yXgwmPel7wqQjTDoGWyq/LhH6lDGZsONBEAGuWFAlB4F6RsoqJ1K5CSBg8EKQIeg6hYqLAlAxuYwAc1FnJBfGIMBs0Gw0HQG7esJGEvQk6GyoZwPQs8pDFpmwd+8c861rcMLXDuK003fhdnc+BSeeMdEgXxYIFyT0WMo6MhIzMFkDqAcMWBeBpQXUdUClAEjG4hLEFNhMUoOBlWWvy7vuQFS8a7szxFpR0vE6RMEsmdRKJU/KGKek61yIUbLKrSgjOFqoTh5LqYy21KqWKkPS4OQZqlMAglbulLp2RbKuvTKYM+rMu6VFZHekCmDacm2DSVeYwLWC6ZKRL8NCNfmJgb4HJtPr/pgYbbSb0FpNbQSV8bX4pd8WxPEv9p2Y1CiN2AkwO0CMx7UZSVpw07atBb0tSxolDrHfbVrGGDTq99lpvNoAv5j2D0DVF8ciPxEQ+ZgdPHgQ11xzDa688kpccsklVXriObojwHY5ynQ6rdeYzWaV9Y+APwYXOgD3gM6+77G1tXVEcGMM4mwdLi/uEx2S2WxWx2oYBlx11VU4fPgwvvKVr+BWt7oV7n73u+PWt771NrAawaj3KwLlNpNJu97iuolzeDSQGh2A1gFz4BsdKT8nvr4q73c8PvYvOqhRghTbEucn9qfdyfD3W4duVQGt9rkVESwWi9qXuCtxXXZsg3BZAjMmAWMOIqCgQIZiwWCxOhKAYQHQHIA+AGmyS6sokrLBqZtCmKywjKBkTTrv1+LUWVo2x9gdwMoK50GLziB14KIsOUQ0PSB1QDaPv1uDlALuFMBJycvq9jVFnrHnErTAVrKdiAx8aSCbgtUCyQOIxGQ2gRERaH9EJTbdhNF5Kmgwcu7AKdfAwCyskgskBfeckIcMGFvKLBocKqTyXRmQhsOY79+Lzas2sf+aLRzYNwdAmExUU56ggXtdYjCyyVF6MA/oJ1qxUhPNFKTUmUbYUh6RpnikAjAYXAREHRIXLIaCwQqbJiLVyFuCdREvSc8YhoIFGEMhzItgthDsZ2CdCb2d23ekgaZZgEHQC3B4zti6qmD/gUO4dt+Au30vcPLpx2Ny3AZ4miBYBl16lkoZALHdj5QIZShAcYYaEOqWoBQwR4bBVCCyQB4GXTO2FAjmZFkGFp/TNJmg5LJ0xlxfbj/cdfqarR/Vz2sWHmbNAANmsGxVEKwbNgrkFYETPI0ms4JwiOZUzwJlvAkg0vUBA+roJ3CJlHUSKAuQ5emXUjRuwQeO1BUtJVusRgdQD8IMVHLd5WEqkFyQiNElRt9PbqAPk9FGu+EssqMt0xYZ0QgMIsD2oL4ILCaTybZzPAOHA6QIshy8RAa0zTwSwYqDRGemY2Edb+uq60aQ3R7TyjEiGxz7FcGiZ9fw68RKnX6tyIK7fhpYgjRvi7/u+u/LL78ce/fuxTXXXAMA24JjnYn2tjkrPplMKgvu9/Z2O+COADVeL6WE+XxeWfFVZdzdHIx7mkRn2r2vnjPc59BZ/csvvxz79+/HNddcg/ve97641a1uhd27d2M6nW67fnQSfNy6rquOSJzLVey2j6cDzRaox2MB1Mwncd3HYx2kRmfL9fbRkWjH1Nd5XDPxNf93dBjaNvqctix2lHat6lNc36ueI2bGfD7ftpaujx3bINy1o1Dat5RsDBqhcDLW1spgEyvnbJSheJU+7gyMSpUKJNVjQIqlGWIFcgKVG6gc2/Mue9BmBiWy3M9SmV2BgV0DODqBMNlAJLhZQVNNWxc8S1awBLEtfTeRej6s7e7AOXirH14Qk5oI+kRGrSpQBUya6w0Fap8d/AmyZT7R6wqxArCStbT84YM4dM0mDlxzCLODA6QI+j6BkZFIkEiBrroXWk2z64C1CaPrNAseWX8TA2xUPkMdLIIoHoSgJMukQZbQz5wYEgsYBQASlCSaahIa6OlYr5j8JGfNN94xYcLAmrG9YowuQ4Nlh4Fw4KB+iK5/bg9KLjjxloKNk0g7QboKIaS5tIlUF16M1aWkiXYgCqytuBK86iO07SLLgFUdKJcguSzHV6FNsDg49+eAAcqAl4KPNDoZrS7Z1rtT6gkQ/9KzL9b6eBmbUYrOtWcEguvdfe15NiG9rmfuIVuXepx/gBn7wbabg6W+fblzZeNRMsiCP30VE7Jd27TudTtntNFunuagMGbCaEFAZFcjAxpZ6QjoY0GYlvn21yMAcWAQgbDf298nWp2iDkDNhhEtgqNVfXaLQKW9bwuQYqDiquBT7188N7KT/rebl5Z38H3gwIHq0LR9iCy/F9HxEu4R9Le7Dt72tn8OpiMY9ev7mthp3Bz0RtlLe/1SlkWFhmHApz/9aeScccYZZ+Dkk09emaovsuBtcOQqIBrXaithita+H+8Vr9P+3TpY7bqN67xl1iNjvWrNtvc7mq1i1dvrxHa18q1WqnNd94t2bINwAwxkYFRyAXfJmG3X4lLdIvc4PIHqD5gNyFkwJ7nH3vcgaJAf27U8NpOM+WTudMtflrpuYkJH0HR9hSzlIIxx9CwqgFYGNM2viII3IqS+B4ltnYCU9bY0gbUSYoGy++Zg+Bg4bZqLt9UXNqyAi3HCTEhJj5OiOwkQmDTFg+I0GNXLsvtSdoUNyVKTLHmBPDuMw9fux/69B3F4c45hABIzEjGSKHhPrONQyrIdfVewvq7a5WyEf9fB0vdp4xMpYFbgp0i6gFUjLtrOxFrcRwG+VAKXWUBCYafEmFRzfkSAmQCLIihJH7KO7APHJPkKxIGcgf0HBnzp365Fb09NP0mY7JqCul6ZaMBAbgfPjiKFwdyrjrsUuy5DxPPs6jyIl4UXKLhk0oI7on1bzqfHKWgnamVOgYH2HFj2UsFwZcdRaiYSnVgCla4WfFLnzT9QEzwoOfuAiTqYBhfCfZI/Bfq6OXcU0DqDqkeqWXwEms9eAbif706tNtIBvuvarf/2X3UmRhvtZmQtI+w/LnWIOYodAESmzZnClk2OW/JtJpF4rbZMd8zw0QLDmDc8MpMRWDgzHtnHeD+3KAfxc/13zC0e++7gxllw3xFoZSV+/VVSixaoO4idzWbYt28frr76alx77bXb0kZGMB1TJ3p/HYT7cTG3dJQ0tOYgzvsS++3zHNsQUy7GfsZUgX5OBO8RqG5ubuJzn/tcXTfT6RS7du3aNp8t6I9APEqVWo14GwgcU/qtYpujQ7kTGG3PcfMxiW2I8x/vEdvuPzvptNt7t/+OY98y6avO2Wnt+fPw7QPCSwGVjASxXNaMLKSykLwAU1LGWjJQbCuOBAUZJROo61AWKk1x4JL6KVwP7llFFNAPICkmpVCpgVgGC2VBASHNQaGBnYPKDpisbVKralb9LiUFel6wJy9qcKYYGOM4wS6v8e151lznXVKQNgzKIgNx8Rd4RguN6etgpSWrBIZJ0HcdhsKmt3b6VYGeFAnsqX1IDCpFGA7PcHjfJvZddg32XXUYigV1N6IjqUVzmB0EWkR9sn5zBw1yFHAS9L05SiQ1mJbBSDrdKELIJWOxGGw3wR9UY3oLuToDydJWsoE853EVaOrOyJAV5G5lYJY1aLMDvCZo7Q9EIJmweRD413/dxGwro0fGqbc/Df3uCTTPNVQewlLnTdNBZgh1qsUmjTmQUjTtIYBc5gpuAZPS6FgLSWX3fYX67gWDbBKkrg0iX68aQMww7X+dNT2SS2Dg2XKfV+GOgLBQmYrvKpHujGi6RF2XCVqFVQG0AEgQ0SBdLzpE9kw44q8sNxEA/wAtNcNlAcCkX1hMrplnAFq0SgRYZoNxgn9kwke7+VkESw7eokwistURnPsxXrgmmm+j+zUBbAMdzmRGcNKCKmbeJktpAXTUjMfA0qifjXrvnQC4t8vP9/5flwY8Oiw+Ll7opS161ALLCCZFBIcPH8aePXvw1a9+FVdccUXtk9/LgVy8f5SStLm3Xb4SA/tiXx04u2Y9gro4rtGZEpHKykfpTQzcXCwWWCwW25htd2r83g7EP/3pT+PQoUMgIpx11lm1IJTPYQxGjH33+62ap7h+dmKz/b1VANePjeMR104ErBHUx/z5fnwsvhTXdHT6VrUngm3/vWonIrZz1Y5RXDttm9vrXF87xkF4XsooigOSUlk+NjAEJAUQ3IM7K8ojjFyk6q6V/WVM+g7I9uHnW+dQ5noJdPy9ONAOdfT1YrSiFnmZQCsoZgU/hhfhemJjB/1+8AVaXDoA3+lXBh8GbOo9jCFI2YAQAmhW7S0ZIFOwmFG3/o2NzZm1GmYBnFV3Rj4xgdKkyguc15wf2MSBK/dh86prsO+qLRAUcJIBbZXuaPuUsSYD/YzUAd2EQKnHYiFYGMB20FjHyceYBGIEaymuNdY+ubbYZMV6viX30Nzwmukm2TWoWHIOOPcvECIMRae+IzLpjP52GYmuLsL+w8DFX97CoUNX47u5w6m3myCtr4E63R2Zdhqkq80vKDVrtrH+WcfDiyqB2KpawtjmAnBvOyRa1VKITGqknokVdzXMa7s/TEDpzGlcrjHz6Or9FMwmCCUQ96azX9g6Vy05m1O7XN4hnyObm1J8J8eZa5+uZZYXnTDNh440AYrKigTLy/mhBM/77UDb5Cv+QJPt6BCBkFTWw2PFzNFufubAJbLeq7b13aKONILhyGRPJpN6rQh+W4Cw6t+rdL9+zwhcd2KYW+DabrnHtsY2RUDfAiF/vwVT7XExsM7b6AAqMrM+dgBw4MABXH755bjiiitw5ZVXbpubVsYTr+GMfN/3SClhsVgcEUQady789chYt/2PoNtfb3O+e7vivSKD7sA/Mq3RiXM7ePAgvvSlL+HgwYNgZvy7f/fvsL6+XvvsayyCYO93BPixgFIc+zjGPlZxPnwtxbZGB7N1oNyJaZ2B6BDFeY9ORVyf/u8YF3A0EO73j2Pftq+Voaz6aR3c2O/ra8c2CHd2UCTkVFaWk1IPTbfBlbkuYHSph5SiVf3ItrkrI62MLYoNoNO3JiFQ5q1AhrlJQQCBBsYRd1CwnyCiAWh2gunOGVlMo24yAMMV+m8H1K4VB6DMrqNFS2fHbH32/hpYQQGDUZhQKW44QwrEVINCpGDUEoKLAIMXhSHT+1IPrahIoJSQEltWFAEKkHPBwWs2sX/PARy8dgvDIOgtS4n+eFpFA+U1qJPQd0DfE9bWElLfgVIG5qJjWYCuE5RCFXAXA8BVmUAqjSk290T+MNYhRyIgL0exuksxRTZBg0bF+qxTTRhs2BMzeiZjlHUnYz4wSgYObgku35Ox+wv7kdbXsftUYLprHdQzOi4Q6qA1QHU0SkXNKnESWz8uCQEYRC7oN/2/fxiR7dUQlmDYC1TBdk2yFmbSHlhfymBFipY7PcQJkn0gTeoEqtlIUupAhZxgN1/PgLH7bMz19fq9K/5hJMs+2XrVBWPzwB5kDN2dqDsvtuMQmW17HgB/lgAqgpqHEtuBzGij3dzMQVX8UnfJQKv79gA+D36LzGF77E45jWMKulai4m2IQCwCyp2ARzw2Pm+rQOEqEB9B3irGsL12PK7VTvtxkfmM8gEfgz179uCqq66qBXhiIGC8R/zbZSheKXMymRwheYiBmW1f2z5HRnenKqNuDrrbeYtzEfXi3u94nAP7Q4cO4corr8RnPvMZrK2t4Ra3uAV27959BIPsFhnftuppO+atfKMF8rH9/u9VGulV7Lrv0vi/4zkRyPs58TxvU5zXOD+rnomY7z3eMzoIbu3aj/eLfV0lT7ouO8ZBuEoiSrGgSmKTeojKAIqCcLCWyYZYqr08h2QBdUkBtoF0ZhMgsGldPVMJL7/wiRhCXgXMHygBhLX6nwonanYPm3o9F8Zyimt5aflTWWAHz/H6+jczQQrZtR1sB7bDFwqh5mmu5xMZVDcnxUA/KhByltH73NWKhJ7LWpl71ZEPWzMcuuYADu3fwuzwABRRuQ7p7kP8SaZD77qEfsKYToDplLE27TQdYi7o5wXdLGPRA4tFRs6CkgU5C3goGLIgF4CL5vUWCJAtF7jBfIvCXEotHJiLHoNtn5fKsjKpJCLqrl22AmF07uCQZncZSBn7xQDkw8BXLzuME0/dBKcOqWNM0lSFLgwAjKFwJXI117wxuhTkJf5hZ2AY/sXF/uHhuwF1tvUc7up6shvYGoO136Ii6oeH7vyUbM5Vva86acwEThoPoR9CLluxojj+w0lF8qRSrTqiXpW1lAqmyZC7UADxdlOP2HCvSP/FdXyWjolmhdGTF9Dc9PoseWDxaKPd3KzVzEbQEAGss44uQfHUdpElXCX/iMA3/uwk04h/x3+vAijtca3Ffnmf4usRZLVgLgLmtg0tIF/VplXyg3j81tYW9u7di3379uHQoUPbAHTLsPr4p5SwtrZWc4Ovr69XGZEXypnP55hMJlgsFlUes1gsKvh1Bng+nx/hPMRxWzUPq0Cfg/c4BtE5aWUdfv9hGHDw4EFceuml26pqtnmxW5Z7p7F3iyC1Hfd2TUWnrw109GuvArWtRbAf4wXatRGPa8vLR0ezXZer1t0qx6ptz6rzWifq+tqxDcJFULKy2kwAkulSywBOsBqBlmaPGIkTOAFStJQ5JQNI3Jn+WlSXnVgZN7Hqk6FcOBGBe0bJCwO6BkqK5kXWe3agMrftdWggY4ZuyUtWNrzzbXau8IPKooJonWQLeCMBUUFKnu9cgqzAsHTNGQ5rU6lsq8I4y/giBrgqqDFoToBrfpltzFx9QIAUTWFIIkAeMN9/LTb3bGLr4Bx50HzbSVR40ZGgo6J5wLlD1xG6ntFPOuw6LmFtLWHaMyaThFT1cAWL+YDFXDCfLTCfZyyGgsVCkHPBbC4YBs2iklLBbGuBmRQssqWAhDGrogGcYpUhkwWcDlklODY6SERAr46GIEOGXIMxNbDQs6hA2XCCZWrRgNAiqsG/cs+A3V/cROKEyYTRTTqImIYaOoV5KABrOkMUdVRAWvhI5yNBMBi+ZXCXUIa57a7AdkwUCEtWvSGnDsI9kJdllD2vu9jCIO4BDMtdAP9tzgnbigWxrg7/cOEeJJq6CqLabk4mESEGuNPKpxXIZwPwCRliwcEaF6HtYQg0YJisJL34umJbx7C1RYDGSiSteuvOKKl8pxQGysKiZQEZtucMHm20m4M5K7ZYLCoDGUFJCyAi0+d65Mh4OsPbBly2cg5PDRev3wK8yJ5HRtfb3OY4jqB6p5+oe4/9asFzbEM8zu8THQs3b18E0PH4Vgqxf/9+XH311Th48OA2/buPUWS9XeYzmUxq9cnpdIrJZFLT/A3DgK2trVowZzabYT6fV4dpa2urzrXP1Ww2O4IVbQNWfa5b7b+Pp5uPawSJ3q5W0+7j4bnEP//5z1dd/dra2jYA7cf5WEfHsHWyfI16nvZ2DqKUpg0+bnXafswqsNqC+3bO/BrxGWjzjbcFiRzAx3E8mkwlAvdVO0OxLd6+uE59XK+vHdMgvAwLlYVAwUyZbxmIcRbOJqzo+wkLEHVIfQK4xyIrMODEyn6XDLCpea1wCthkBbWWO4BSUHLWgEVOCpb6BBYGCiEX0sA40gIuStppphNOE1DnmU1cF+GsuJhWWNsj2R5Y0qweKIeRKEGzSogy75RQhReUoKAra6YX51oFFvBHGjhItiVViqbSywtwP9HdA6g2nAkG+gXFBdaSMWzNsHXtAez96l5sHVoAAvRdQk8ZXSJMekI3YUzWOhx/fIfdG4SNdcb6Wo+1XRuYTnt0vUp78jAARJhMTVeWC+bzBYbFHMNgbHhRKcd8njEsChaLgq2tAZubjM3NBTYPZhw4SNhyjwSEhf1TimZGEQE6JlAP1X3b8Is5TsCS5HUc6FlBZlmPTwbEEwNbgz6Q0wQcHARf+dohgApKHnDWrgkWa2sYSOuJzuZziKiTxomQUg/IApKmS/DLGejXgDKvALpfX0cZFsr0VmeI1dEsRecRA1LXK0CtbDgAsoAiyUidBWiyfyELUup0TfHy9cSa/x6iO0u53tvTAlrAsgxAITAyPJNJMWcyW5CzPn6ao11xu1TZWB40lac6GOqkdkknYMgEkWzSJQ9CkpoFCIAFtQoKOmQwBLMb7PNktNFuKIuANAZjRnAVwUSrefXj2yDL+EXfAvJ4LwfwDjT9vZgRI7YVQNVC78QWxmC+Fui4ftnBZStNiVKDltn167RSGgearSzEQWrr1HgmlEsvvRQHDhwAsCzk432bTqdYX1/HiSeeiOOOOw4bGxvY2NjAcccdV0u/E1GVBHnFTC/Ws1gsMJ/Pt1WznM/n9efw4cO49tprsX//fmxubmJzcxNbW1sr14X301NXeiaVVUxvu3viTllkxF3D7v2dzWa49NJL63137969rQLobDar6yrq4iNoLqXU6p3enl27dtX84pGZ9zz2DsZ9LFcBWQ8+jsA25r2PzkUMYvbA1/a5iWshmr/v58SA2NbhaINf/d4+/76uHdS3zm3U+X89dkyDcE6dMtWFYPgERiRr8GViTTHohUmqbAQapFn39xmVWhZg8MWepqZj7UBgeDo1ULFS8ACo01ONOUeBAq2iQYFeJAcQpG5Nmb2SIVbcRODyFAInzW7hPXCwTJwMMDHyYlHLlQOiTc8DSAREnYJHYQgts04otlIWM6WCxNkcE3vI0wRU84ErsM+gJRNKGuSaZ3NsHTyMzT3X4OC1BzUlJBSg9n2HE4/vsPv4Hhu7JtjYmGD3cVNsrBH6Xr98+skUfc/KEpMOSy4LdJ1vpymDmnvVnOcsyIMA6NB3c+QhI2fG+lrCdKLgfvehAZubGfs3Mw7PBFsLwmwBbC1MSFEAJsIA1Zgnk/IMpdhugcpayNhrB+1F1AnhMiCL5hT3cEGXZggYUxIcnhOuuHoO8CZ2n7QXu447DYnnKDQBwEgJBowBXRgZmsjEvsS6TufUtNa1QiXB2GZl97PAHKeMhIXq9K0dS5qba7pBCCEZWHbnAtBiSyoVAjyIU8SykziYp1R3aCCaxpPtfqUASFOIFX8ik6sMABgFiQoICQN7zuGiaQ1zVgdZCBgGizGAZolhAg1zJNZc+SQZbLsZmh6x2HPbgSz1JJGO62ij3dwsBllG8ApgG7iIYCOClKjb9utERtoBUwsqHMj7uRGslFK2belHANGmRGyZwTZXdWQE/ScWfvFjovSk1WG37KiD0di2CNTiObGdXddha2sLm5ubVQcegyan0ylOPPHECryPO+64ynr3fV9ZYndYIuiKRYvcqZlOp5UFB1DBec4ZGxsbNT3g7t27KyA/dOhQBfDA0uGIzomb/x0zwrRyjshmt7sKMcbAC/owM0455RTs3r17ZZrLKFGJWWHiumzBdDsfEXz6vMV1GEFty0i3AZlxzqMz27LkwPZc4l5AKToD8T6xX7EvwzDUNR4dIb+us//RCfbzfX4iQ9628Wh2bH+DURVZGJZm05iiyjRIlBUmgVWElBoYWTMrCIBQJMe1qmSl3v2CZFUMK2sulqVDlkBGrzfotTwQkzzFn29PWXtpydYvt/apgjPUxWiN9JSBDpRg4FqUbXdpgaJP0084jWpgKJGg44Isxk7SdrAPdCiizL9A2XoirRw6zBbY2jyIg/s2MdvSNHtdIqxPGSccn3DKyRPsPn6KXbumWF+fYGN9DZPeglmMBeo6rvnGS1nOlUpBBISEUghD1gqkmU2vXRiZVeqQkkBEHZO+A0gKyqCAjVnTIgIADUBm1ZB7ZVUdZwOk5niJrYf6f2+WrS9XRmfxXCo+pLqTMojg4OGCPXtnuPwr1+KWt96FjTQBTRISd74QlzeltLwKmd7ZwGxlswUaqyBS2WbKBZp9poASoeuoAuwqtSHSgk42ppYXx/pFSGRfiOTloJbLTVnwbGtd5S1StdcunfGnrdg6JgXsAnX+YPn12YsIuSdIsDo7VQFORNVBBchDL8IjoM8WA5bes1gQaQFny6Hvsp/RRrsZWQQ28d/x/ZbNA5agfSc2LQLaVvcN4AgQ6+dEsOOvtfKDVex3vE4EFu2WfHuf+LuVYET20dsUNe8tA9yCxDh+kaXev38/9u7di8OHD1cwuba2hhNPPBGnnXZaBeG7du2qYNkdIddNt5KHuAsBLNNNtiklHVjGPsbMM0SEra2tbWMWnaNVALPd5VgFJuNxq8bcAzWvvvpqXHLJJbjtbW9bJThHK+bTgvCWnW+lRXE9xh2fOI5xPluL94vHRCDerqPYHv93O0ZxPcW2rrp3+1orG1sllYnzEvvwbQPCGZbAhDS1mrJiRmX6NrZnLyGVnZAsQfESvJTKLktx9K7gSMg00xDACr6AtdiNpjbMBuK8bDeZ9EQqYK5ZV7KCc4oUNRxkq1H4BznDacdpqj3NOLIM2rQgNQAR3JuiRofAOqvBncqCCjsQMhAIgpcLl4EtxSIbk5+RFwvMDx7G4WsP4sDeTcy3NPPGdELYvTvhFqdNcfLJU2xsTLG2NsF0bYq+X0PfiUo5kpZw71IHzwIiQmDuVP5QBFQEiXU7lIeMgQqYM4ZFhiTtlOdU73t1kpiA+XzAumVXUemOBVaSYFFIUxK6BEWU72deLhPHiPVRFRs/e5iSPWQZhKEofPZKnA6mF4uCzc2Cyy7dxG1vv4lubR1rfY/EbFlSrMgTAUidOmiEJQj3tWfOkpaxT7r2RPXSyzSCGtjLyTJ7e2ymX5+NOSDb2bD+sQUeK8AGXG/taTeleJltTXdIZQmZBbpLQAUaGJy9mI7Kp4pl8clFnTcqPZgtR72NEblTaP0mSL2OfohZUKZXDBXSXOls2nUAQgUJBUC29JfbP1BHG+3mYvHLuAWXEShFUB1BZwQaqwByCyb8tTbTiV8DWLKJkcFzwBGv3wLztk9tG9ogv+saEwensX2+YxD73O4erGLq5/M5Dhw4gH379mHPnj1V/uE679NPPx2nnnpqlZ94AKYHK0bZTryu65xjxcw4Zsxcy9IDyywjnk+cmTGbzTCbzWofomMWJS2RuW1lRqvWS7s7EM+PDhagVUOvvfZa/Nu//Ru+4zu+A+vr6xWEx7XhuwrtelqV8aM912Uxfk6bKjDOYZy/ndjvVU5llFK1Tmh8do4G2FeNYQTQ8b3o1MQ5b51Rt68XfLsd0yBcmU9nuAkoGWUYFBynDWXwHMeST4oNJASLOYDKnbtudQEgac5sCJBUiqJabQGLacxT0sIrJWtwnwBAghbQoQqWwA54AOJlJgudMNfP2L9BS/bbWyTObjJKzupokDOIjlVcxsKVQWWoDCY57Vw5SO1t8kA7WAl4MAolBfnFdOy+aGUBmR/Awb17sblnPw7sn2M+E5x0POPUkyc49RT96TuVmvh/EEHfT5CSgsO4Tcok1gadINd7d2sd8jBgGJJKUkrBoQOag5xZVQxdD/QZEMngJJhMEzZ2kQJdLhBSNlY4gQeABkEZNMiSTObx/7P3Nz22JVmaF/5bZrb3Oe5+782IqMqs6uJflEqoWkiox930BCYgMWDCCJgwRGLEACEhJoVUaiQGiI9AM0B8BmDCBDFkUgLUQHdT2Vn5Ennjvrifl73NbP0Hy9Y+y3d4ZEVCZyqi61qmh/s9L3vbNrN9zrMee9azcrLkyqxut0fYEbFrr9WSOc05BCagy9AubzNklVirCpdF+cnPLvyff/5zyqHwOwWmh1fAZOcccY4ykli61QLdbPvE5iOP+3iTFg0gnHIZoHa44rR1vC0bwlYDpxunLwyXGw9U7X1ZbgGi+hrQPgJSywNAysic9F0XGUB7fNiKOaH4fSjTgVZXGxP1D6PB+Gun9wpMlvRJHkEhSJ4sr0KEvrHrDtyD+8+4Z1LBhP1q4/QJgn9q39UWgUVrjVrrBu4iI+eviUysyxZii9vywDPQ4+eKyYH7Lfk90Niffw/M989HQBwBkIPVeOw9sIljAjdgs2cq43W9dBwHmBH8Xa9Xvvzyy02Kcj6f+fzzz/nhD3/Ij370o80hZB+0uBTFQXgcl3i9Xizn7u5uc65x/e+HDx++NkYuIam1cnd39zXLSQfIrm/2ufbn4/qI1xn/jkmGEdzHgMGbqum/f/KTn/C//q//67YD8OrVq2f9joWVfK6+CaDGvsX3eovVR70PsYm8XKk1znPcgfB+7GUr8XFV3XTpMVib53lzrHnpuPsx8z7FYlX7/r8UoMYCWy8FyN/UvtcgPIncPLeHjZnkDF1M69srjG36XjtVMjll+/LufdPSirN93YCIsWuCahoyCQNc5iAxtuz7kLkIkK0MudGEglJIMiwL1RxLSjJAob2jrZJSHr7PAYCPLXrbYdfBtlqfrCx7AO+MCBGMOMUcVIxBvYFN0/Gm4RoywJcYQ+v+GKrDjWKw7d60meZX25X1dOLdT9/y8asTrcHxmPj8s5kfvC48HBNJlXnKm8/q4XDgeHfk1at7CwgwfR3aSGmMt3rizcSUlal0Uu70DLV0220QJVHpFHpT1rVRW6dMlelaycWkEL2bS0bOQsrdgrOLXaEFTdCzGdyB4VWxRURXJSms3UMyC366A0XfnxCYR8l3s6u+aa2T2Cq6VOEf/eMzD5+9Q1Phd/5/d+R7IaduScMOuCm0ju1qqFqegLMXYjaX8b5PIiMgHLIbEZsfl44kS3Y1ctpAsvQ0dopMWhJZ6ZuMBZA6qrA66J0YWwGkpHQdgWUe4UAH0gFTgQ82PM9Qq1XTVDGteLptSVIrOt3jRYCke0osz5hwYbjwoOOeKnaKZIWQ0OE2QSH37/XH16f2z3CLADayvJH59Odrrc+8iiOT6V/0URvsx3wJyMMNsDmwj2DNXxtfE6tiRkDyEoiOwD+Cnf02/14S800s4kvMfXxdBDt7IOr9PZ1O/OQnP+Ht27e01ri7u+OLL77gs88+4/7+fgNnh8NhS8x8eHjgzZs3W1+8GmkEZ+u6cjgcNkeQWLxnn1zp7ij+nvP5/DU5irPuOWdOpxPX63WTzcSAKTrq+PH3Guo9cIwsdhzPCFaXZeH/+r/+L7744gtSSvzRH/0R9/f3XwPhUSYTry+ulf3c7r3nX1pfcS7jWn6p+fn3+Qt7xnwfJMTKpN6fl6wcI1Mfk3/9MW8v3TsxOIz3WbymfVDyq9r3+lvMki59Ik1fkFKxmjlqlSJTdumJmn2g2rZ7apVUJqu22EelSW2DWUxYwmUeAM62zXvvJKwcPTmRtG9SFfVgQNJmogJD4yAerTkQxgDFKOIDYzGlvCXLWXPW3LbhUfMfZ/vAci25j4hJAYzpN9CVXPrhr5DBsIpXREzGlKY8GMzBpHcdfuiVtlz4+Iu3nD+eqcuKAHNOHCdLkry/L9zfF+4eDsyHOw6HI8c7+7DLaTDJIlhen2m5jR1tkDKlTPSkiFSSCGuHrA0RS+ibSjJHOhkf5u02Pr131kk4Hixxdhs1ZeibTbdNF9aqmzY8Z6AJXkJnhCMGjMe49y7k5MWRbmN4cxHB5jv6xYvw8dT52U9O3D185M3vviHNB5jymB9LTPS+YssDq2A5+F+FJM5Mj0BAbuv8JqdqQ2reN+24CBYMwi1Bc5x52/PRkYA6ALxuHzr+iraVsxft44KH1AubT93yDwZL3qqt6W6Bo4znYs6E0Ehq2yJSBG23XSibJwWSBYgifmj6uLdUMvS07U6Yt/+vv/33qX1qv+nmrHYEGdF6cO98Ar77Vjdgtpd67IFs1CLvmekIkiKD7S2e15n6CHT253GQ9m1A1K9iNyM4eWkrf+/c4ufZA8royf2zn/2MDx8+bLKP6ILy8PCwJWPe3d1xPB65v7/n4eFhO1c8bwRzrhWPIG4PBqOf+x5wOkvv1oBxbOIORWS2ff5ekoDEx/ZBTwSjPp97ZldEeHx85C/+4i949eoVP/zhDzd7xniMl9pL4POldRBf903rYf/3vsX1vgf7/jvKt+LxXupjtKnc5yTs++la/v34+7zGXRrf9fgmGcy3bd9rEO4AVFzTLMaAkhJaV3K2BDbTsxpA6qpoM4u3ObcBEEz3LM90upkkGdVqgGu4WiTq2EJPm+RCNhhnvRoy84HEPSkTAywD8EqZkK36oQ4f7nIDWADanyWr6ZATdL0BGwB/kQ606LhEkM2X2V+bNqDmbKgBqhsryQBZFbSi68J6OfHxF+9Zzgu9WnLccRaOx8TdsXC8m7i7nzgeDxzGjxU8OFBXk0wk/wJJYoHBQFiazI7OdL82lq0NZxMVRDqlZFr34MTmuTehl0SbEtOUOBwSZmeotCb0But6G551Ua7JALhX4LQCPT68fTDJgX7+2k3KFmD5z9irsHlWG/tLVd69vfLuF09cPjwyP7yCqeA2l4Ypbe7FZVBbkmEf57X5F9TyEsbujI2lrVlJxXZ7xnsQ3yUZCbU8/0C8XW24xG2lDNA+XpKSMe5mmZIwx50B6nVcvcAm3+kjoUz1Vg3Ujy5D5z203RYgShCbmPTE5jdvrzf5i+92MYIXCyC2ju6u51P71L4rbQ804hZ83Oreg+nI1L2kY31Jh+0tMu6/Tovb9DFhLwLDPWjaA5/Yp9gfP3587Nftnx/DfaCdqfbqkKfTaZMCOAB3+0FPxHQ9uD+2LMuzwOal6pj76/bx2e80xDFxr/Z5njfnFZ9b3/VYx5eTiGy68ggao6b7m4Dtr5JIRAAe18+yLPz85z/n888/58OHD7x+/foZoH4JiMd1C3ztel/aOYlAN+q1Y9++aY7jsffBRWTd9+1XAe19Tkbs+96WMD7/Tbs5MciJiam/KpD5pvZPXVL5p3/6p18btN///d/fnldV/vRP/5Q/+IM/4O7ujn/1X/1X+fM///P/V+dq1ZjAUjKlJEpRRBqiq9kVFiBneipUKWRJpGpb700brZ5Zlwutj+p/nuwlY9soKSUbwIIxCTlRpG8MLwjkyaQCKeOsrwH7auAeNvAluZAP9+T5OArAmFe3aNsAuIMpEUi6krWSB+tuGltj7Z2RJU9QZsiZkhNZzAUlyWDft1LmCr2b13Jbh0+2JfD13uitjmJAHdqVfj2xnj5y/uo9H37xkfXaTBYjyquHxGdvJh5eTRzvJubjxHywqHoqE6VM5FKGJCEBmZTuht92JyU1p5TswVOizDOSrKppLoWUJ1SFaT6OJBpL7vRrSckSNA/HwuGYmGdhnox0zgXmGaZJKbkx5c6UlTkrh6wUUSy5r5FSI40xI9y4ggVHtotiLHprnT6Se0vuiK50bdyqSypLg6fHlQ9fnnj/ky9RTXT/6cnsDksmDwmJ+yLmJJQslGSBRKt2bLENFtjkSCBarfiUryEaSEbSsPSi80xq7qs4fm77Z4UUJBer+jnN5DJTSiZnk3flUkZSbaLkhEilFHtdzjMpFZvvnG5rUisi/kXmczePHZdOryvG7qslS+soLjWCCefON+cebHfLPPvNQafrs/DxU/vUfmX7bX43Re9t96h2IOCM+B6YRJ9o1wpHMBZfv/cc9+ej5CGe39ntKHfZs7PumnE8Hr8mLfE+RiCyB4LxMf87njeC2pcCBQeqe1eKvYTHq1ieTifevn3Lz372My6Xy/b869ev+fzzz3n9+jUPDw8bA+6sb9SC+/XHipIO9Pz5UgrzPG8sqbPjqrrJVeL7/bqnaeLu7m4rAOTnLaVs//Yx8fmM541zHgFflABFoOtjFEHzPmG21srj4yO/+MUv+PGPf/y1Y7hV3z6xMq5ZX5/7c8VgIe4sxDUb1/I3STbicXzt+LjHsY5z4b9779sc++v8bz9m7Hc8lr8/FiPy+dwHl/v7Id5L+52pv6r9Rpjwf+lf+pf4H//H/3H7dxzs/+K/+C/4L//L/5L/+r/+r/mbf/Nv8md/9mf8a//av8b/8X/8H7x+/frXOk+ZkhGKNCRPTNNslf56QyWzUliafZmXAe4mWahdWZsBFVVGARs1/+XpiNYFbXUkWULZmOVEz68ASKwIDR3spTbd8E0SQXK2nyFR0AaSTWsrIqYpl5ssQWhoW5ByQMjbdr/mGaOnQeRo3txZ0AxgFUA3rZP69nwbgBGEjHRGYR8/d4ZsAQODfHV/bFQRXaGt1OuZ87sPvP3xl3z5tnO9du4PidefFT7/7MDDq5njcbbky1I43h85zEdKmUY/+ui6yyI6qispDScMEnmy4IdtkXcLVFImdaVR6b2SktA1IYNlTWUiDxHJfOhoT7Sa0G4Jg7VDrYlq2ZiUWZmDHGUulpgpokjD3HG0owVqNxeUVSFJ2moqMdjbMaUMJ8Cb9IhbQZ+lJ375Hv7h/3nhiz8581AswEg5kUkUaVRd0LZAq6T59XCaNODZtTNNw1desYpBYT+DdDSAnWdUJ2ORxYIXI8bHdtoYZ/BrWG7HMMqbRCMhJJcoqSdXJnJiFMdhgGtPqDXpkGbLJ6BVY8NFKCUhaR7iG3Mu6hxg6Pb9OFbNdjDq4+aRkm+MfcqkNKQ8KaNk6mUl5YnOhKglqn5qn9q3bb+t76YI8hwsRADggMf74I4ansAJX5csxKIpUUPuLQKNCI7i1noE71G6EAH9Xm8ct90dcOyT9pz93bPH/rrowxz1zxGspJS210XGMYJ9B5qXy4WvvvqK/+f/+X/4xS9+weVy4e7ujt/5nd/hiy++2OQn8zxTSuHh4WEDvnt2PgYmMZnQW/Tx9iAn9i/+28F3HMsIWv1vT8oUEQ6Hw7MCNJ5c6Od2EBplOH7ePdjbs+ExmInA/O3bt/zv//v/zr/4L/6LXwsGfB6ctXdf9LgWYyGeWGTJx3M/hn4NPgaRhY4gN/bZn4uBSNRox3/7b9f2+/tjHob3YQ/+fR59/PaSI398LyWLawHY8gb83N+2/UZAeCnlGcPgTVX5r/6r/4r/9D/9T/m3/q1/C4C///f/Pr/3e7/Hf/vf/rf8+//+v/9rnScXY52BwdQJaDb7PZlZlytZZZOWlAxTSmhVajPm0UC6JeG1Csd0NuCaJmxrPKHdrQVNq2s69AmYbpKFdLOaQ+vQ6ZqOW3sbxU7MxUTVNBFKGrpwhb6SyzyOYVIMKx0/UCS3RMpn8pJkriGqpmPPrDeQI4qhdR3Xk5CRhGka5IJ6BU4xdw1VK+TT6srl44l3v3jkL//ixOPjqIh2FOaSmKdEKXmzk8upmMhAZMh02PphUS/UutrOQjJg3lUwr3DZQCQjIZWRzGkOOAbMshprn5OSJgP2HnWnXCwhM48oVzo5QSnCVNJwVVGK9s33uyTz/u5d6SJkgTlbSXtLtDTd8cYkjDHvCGmTlVhSZ1Xz9hCFDKwqnK7Ku3dXvvzJWw4Pd5RppquABjY9pZGrYE4sSkbTcA9R3zq7MfOeiDwMJ9E+dgbEnWnUAi7ykP7YGNtUKNIaIp4qy7aQTJ5jHuQpT8iQQqWUTG4j5iIDDCm4z1VYaylD7rhsxhnsbX5bH7Ka4aE/2k2Sg/lISttyPUx2k1A/f8pIl6GFv+U8fGqf2rdpv63vpshoRi24f7G7jZ4DCgcIcANeMSnNH4sAxF/jx4nH8mty0BBBtT8XWbuX2G1/bF3XDeB7+6Yt93huBykOpOK54/u9fy+VYY/nioD2w4cP/OxnP+Mf/aN/xMePH59ptJ3x9sdiQZrIKEfJSTx3fH7v+vISsPVrigV9/HV7pjXuCDhL21rbKpU6qN5XBI15Avsk3v2ORAyO4jqKQdflcuHt27f8xV/8BQ8PDxt4jYHIN0miXpLBxN8+fvGcUe4Rg5YIvuNajuvMx8THKc7Fvk8vjUkE+y+t072+PO4+xeb30j4wiKz9/xuZ1W/E4esf/IN/wB/8wR/wx3/8x/zb//a/zf/9f//fAPzDf/gP+elPf8q//q//69trD4cD/8q/8q/wP//P//OvfZ6UEpL9A8nAgVkQGgDJCaYsTNkY4oSS/UNquJd0Mg2XCii9Xm+gdFssg91OkKiUpAP0zTeLteRylOdV0IANpGyT5o/hi1JGEl0axKBJPm7rwEH4fmEMrbCMBNWUxyDYv62yozOhCU9mU8moTOPngMpskgTEyt33znJZeHp34sMvz3x8v9LrWMxFmOdELhLkDrebKmp88Q8DNwQZ0gqUwUhbMGLOLQyGWW7vH3Z7ImKMdPJkPEve87m0x+MawOwkE6NUvAwwbr/zeCwNkOq2lSkJUxLmDIcszHlUlXxBe2zdHRKjDXBaImISK/1+WTofnyq//PlHrqcrrVa0m+2icFtTFpiNAEhNFuS+2DKOJ8P/PI0Kl2JbOEM3Hl6nQzAtY77FATF4MSP3mfdciA3UK5j1SR/HG33cjmNabhn3XhrzHZNCbSzlawz1EJTc5sv7hSc1m4Y9jeq2KfT5lvNhQSd+Pr+GT+1T+5btt/XdFFmyqDmOQCzKD/z5+Hq4AaBocRhfuwfXEeDFc0VgtT8+fJ31gxtg2gPY/Tlfavv3xr6+xJTGMYvgJgI4MCB0Pp/56quvNktCZ2k9IXMv9Xn2XRzGdA8GI0CPspg96NxfZ7ymyLbG63np+n3+Xe4SCwa99PoowdgHRfHaXuqfA0W/1uv1ysePH/nLv/xLTqfTJn2KQHgfmMXn98eOPz6Ge6nSS+/bX2e8hm8a9ziv+/Wyn++4lvdrKT7+0vH8/T5uLz0f//512O/Y/qkz4X/7b/9t/pv/5r/hb/7Nv8nPfvYz/uzP/oy/+3f/Ln/+53/OT3/6UwB+7/d+79l7fu/3fo9//I//8TceMxreA5s3p0sxDIgOkCG35K1pSshwOak9IdJvICGJ6XxleGrTSFkQXVDusRLwxUpw53QDOTRymunJjku3xEcdzitg5yDCEAcPyUGMDseHAaiSg2mXbegmlfEDKGMrsFVjNTG0aWxtNgCrisoo+51ML28ymW6GGQlIZqGoUkCmAcA7QjU7P2302rk8Xnj/5Yn3by8sF2NFSxLmKXE4GgiXLfnP58BYTkaBJO3NdMJ5zM1IytNRgbEPCQi4GkG363cwCGOhp0RSZ/51s/NLIbCxYMnBm4HxnKEUKM3047UPnbwkZB0FdDAA31Mij0Evw0bxYpbpA0K+EB2rWgAw/q2D0G+9s1Tlw0n48meP/OGHE8f7I6kUmioiZcP1Xc2JRgDtjd5H0EEx4O1Fb5KVd/cghlZHcGmvZ+vD5iyO0LhB4tG5Xse5s4HwNI1Bs/UrWrd7im18w3bjcD/povQxX+oSHREGsT/mb4QqIttYucJmcPzb7KcEqczhWvq4r2UEiDb/lq85AlVuXwqf2qf2q9pv9btpB3gjywa3gi7xsW8CqM7mvgSOo44ZbkB2zwb633stth8jApE9G/4S2N8DLGdcYx/9/ftr9Pf7YxHkfBMAdzBYa+Xjx4/8/Oc/58svv9yqUDqQ9VL0ewC7B1Z7hxr/iX16CdDuH9sz/3sG+KVAxv+OINw9pp3pdV2yr6M4Z3F3ZN+nOEd+jZGhFTHG2Qsc/eQnP+Hdu3fc399vbHx8/Z7djm4gcX72gc4+l+GlMX2p77Gf3v/Y9qB6P6/xfHGs4r3yTfPqa/+l88Udjvi+PcMfdyG+bfunDsL/jX/j39j+/lt/62/xL//L/zL/wr/wL/D3//7f5+/8nb+zdTi2/fbUvv3n//l/zn/2n/1nX3u81WqAjmwJWgKkgmqir1fmMtm/SSQV5pKZCvReKVpZurlulJKZS6akAusVUkekIhQEmCbz0HbLky4zN52tL4DARg5G1Nlp1YOBjZFQSVKy5A04WlGfMkDMACVjLfTe8fLx5CM3cC+QZmPsh6Sk9npjLlHM4k/Bi6OoInLAZC0FVZPHTLqifUF6NeeY68LjL99zfn+iXsySUNVkHfOcmefCPE/kkjfW05LqPGoeIK1V3H/8BgPTAJFWjt6CkDTA92DPLTyi90ZrFSimS+6KF5VZ1m5Jkt3cbhwAppQoUyYXJa9KSUqfoDWhVqVmqDmR+s0BxEG7g/mU7MboXT0VFu2MNcB2Na2bTeHsOwJYHZnab1N4XeGrX5z55c8/cLifmA4ZyQckTVaMqA3GoF2pmrYActXC1DVUhNQhi2IDpMJCkTL00mbh19otKFx7G6w89C6WM4BYALBx2gLaBwNtkhyRsVa7DBCcSWQsklPc1cfiSqH3sduy7fhkNI2ATN3tRSlzGdU2bXBUsN2jsZxlSKIYCc7mqJJGL30rVSzQFJ+NT+1T+3btt/nd5Kx1/FJ3QHS9Xje5BLAlkznQvl6vmx7XHy+lcL1en8lcRGQD83vw632Pv+NzDkAjWI8McXz9PpCIzKj/ew+W4ntc/x7BkYOi2Me9ZMWbyylcC/7ll1/y7t07LpfL1hdPdjwcDtuYfZO0xOUnL7Hx+2t7iVX15x0ox/71braJPn9Rw+zaf+9blKO45Ce+x8fppaDE+xJ3R+I17AFzlLH4a9wp5S//8i83zbyv0ZgkvJ9rDxb2Qc2eOY95BimlZ0WLXPu/T7rdr9Moa/LjxPPBc0vOfTAak1j93FGH7s3vRw8k9wGxnzeOZ3TTia/9dUH4b0SOEtvDwwN/62/9Lf7BP/gHmxbPWQdvP//5z7/GQMT2n/wn/wnv37/ffv7iL/4CgPPSWFqnKTQGs4uzsUNvrMkez3f2wVNmpvnAPB8gZQ7TxKEkDkWY5wlJbxAmK+HdrmzMoFZjAFMmpWLb/QgpCynPZLEiQFkaJUNKk8lV0oS7R5QsTDkzTwem6cA035PLbCAnYecZMgBX/RqQnyAdUDki02tSuUNyTEozlrlIh74YiHLdrVdCHHhLkgH+LFBolL6MpwrKxNqEy4cPsJ45TI3DNPRuasA4SbfCM2lop9MIHPpY1OrSAwwcU2l1Yb0urOtCHzd3GzaRXZXezBlDVIcevZlNoWukMdBuBWXcpcScSmpt1HU1rIdLcwrznJnmZK45Scw5ZRamKQ1Ne2bK5gN+u+EM9LUuXJsMiZKB+zKkKYgMuYSMio1C7QbYDW8qtettDapwfmqcPlxZzpY0TFeu18712rgujWWprKtppk2uIpRiFVk3B/LWabXR20KtZy7LhVqV89I5L43zUlnWhSRwyMoh27gsa6P1TtMx1t2rwd6sO1NKJK1IHwnJCgzHF5tTRfLQ+aREmiZb94OJTlSE9SZv0UoWpRRzVMmjSJEx/caKp1I2z3vX/9vux+jP+IBLVESswJNp/BlyMLHEZ/mNf4R9av+Mtt/kd9P1en2WbBfBk7OR/rfLF2JBmZzzlkjoj0fHinjsb5KoREeLyKrupTKemBdlETGJ8SWQE0GKnzM6UrzETkZw6aDY20us9f6ctVbevXvHuq6b7jvqqCM42ktN9tr5WBjner2yLMsGPCMAjUDUAWicuwja99KhWut2XG8ppW2OfdzdkcbHb69p92sCNhY7Mu5xvPeAfS+tibsVvXc+fvzIu3fvOJ1OW/8vl8v2E9exHycmnvpx4vWez2dqrdv7r9frtmPh1+zj7gmr+zGM94ofPz4fryWumf36i8eJ94o7rezzAPy5PSse1/FLDjZRghSP+W3ab/wb7Hq98r/9b/8bf+Nv/A3++I//mN///d/nf/gf/oft+WVZ+J/+p/+Jv/t3/+43HuNwOPDmzZtnPwDL2lnXZuXcGdhBFdSS+XqHvpVlN+GBYpZp8+z6KzbQipqrRfVkvVqh96HJBTDXByP4dDiKJBjHTHkyV4jkDPHYos8JGfZxOIDPkwFp12+niZRudmyZdtP3DlDbW0XrFe0raDdbQ21ItxLo6AqMcui9YlUY62A2h/Y2GXhJksbIdBBB6bR1Yb2cWZ4+UNJKoZFGoqaBa+w4raHbB8s4NuA23oydAGN5je1da7OCOxsAdxBt7K6q0tuwSewGxq1aaba5aO6h6z+Nda206laLYZsqQc6JMiWmyXTgpaSbBWCJvxm2gGxV2luH2uynbQy8zaXqkFAowJAPjbG1y3fRym2H5LJ0Hj+unJ5W6tXm5bxUTkvjstgHPt1dAEDozFzH+lKkV1qtXK8r5/PK5VpZa6OpDCcX79OYAG30trK2NnYczPM90TYG2X/Stgsxmpi7i69f9Tlb17HbAb22oYW3nR7Py7gdZ2yVpzTWvgQ5TbIPHe23JNOuaLUAKxXbZVK1HE0dCbA32Uol56FVD/fGp/ap/brtN/rdtCybC0YEAMA3fsEDz8D3noV1EOQgcc+ARjARNbn7pMA9UI8A/iWg/rUcp12fAfbM6Tf97EFhvL6XAgkfu3VdOZ/PPD09fSPT6MDspUI3+9dFUOog0wG2A8r43eSPR2AeGeP445UzvbpmnB8HbA4Co11i1HvHnzj2MTjYV16N8xL//ZIMxMfVteGPj49bBc/L5cL5fN52ZPZz6uDex7HWyvl85nw+c7lcNmC9r3bpazPmN+zvizi3+2AxPhbHw8/n//ZrjIFYbDGwiXKul2Qz3l9n9mNQtw8YgG/0MP9V7Z+6HOU/+o/+I/7Nf/Pf5J//5/95fv7zn/Nnf/ZnfPjwgX/v3/v3EBH+w//wP+Tv/b2/x5/8yZ/wJ3/yJ/y9v/f3uL+/59/9d//dX/tctXZq7UyTyURUhxREh/MI3VXX4zFjJiEZs5bZ5AC9W5LX2jpFnkFfEiORk2Raau2DeQWz+hAkj4ne0KhVa3Sgo+6GMlhukiWfGcubDJy7R/dIOFN1nflgC3UZkgQxIC/uMjHONzzJZRxDBzOZpA/2c9j7JbZkOoYVYltX1uuZ69NH2vJExoBhb/5hiXmPb+jIC7J4Qh/jfOHDtnWyjiIUzca/1aFHHocBRUsB+gDgbYDPAWcl0bt/+Nl8O3jfvoxM/GPz4Mm5OVFypxdo3UbEkjQxSZLa72lURZcG62oguKpJSlq3CpquexYZM+o3Hh5u+ACMgERiWqKyVnh8XDg9XrleFg7TzLkmlnWFXpmlkbJuTj8gSG9UmSiidDHQfV2MZTYFUiEnW2UxzOwKa+u03li6Odnk7gmuyWwIvfqN+IfbiDCG5MML/Xg40ccYJ9eboqZZF5M+oSZ/0qa3x1xeglU9NROTNKQyt4DBJSgWfJhWXhFzD1LoScwpaFvj1RU0Y4fn/10yzKf216/9Nr+bHIC/xO757z04cgCxl4pEpnEv2dgzoHuA6+DiJf3tSyAYnkswPGDYg+6X+h6tDfeAZh8w7F0xIuDaAzNPxnSgGM8XZQn74740zhFQuxzCwbbLJRyQO3Pr79kHN/5aB2XRejCCeH9tBH6llE3WoXrz4fbjOxj3FkFr7Es89p7xjXO1/x13Fz58+MCHDx84n89bH1xSs885iAGMn2tZFq7X6wbQ/Vr2cx6DpHjt8fj7nZa4bqM0ZH+8uFsTcwLi+txLe/w8HvztxyvKU/bnjWt6P76/bvunDsJ//OMf8+/8O/8OX375JT/84Q/5O3/n7/C//C//C3/0R38EwH/8H//HnM9n/oP/4D/gq6++4m//7b/Nf//f//e/tg8rMECnDhs5MUY8JVQztXVyLjSVwWYPT/CurKtv6Sio0HultSuwoldhHQxeyQZtOjPqnsZtOFtoH3rhDL3T0LEt32j9Dm2NLWkRMZY6eDcnGc4OoqQktO74fdxo3bxBrKpjZ1hVIHke0CiRigGqJBYUSDKJSspW3RB1jXkfY5VJaQbO1gcgqaJ6sOIH79/z9O4rslTOpyuXp8r12mmq3IkwZZgmS3Cc50zODtps/FurtDYNgNXotZKWaQNede202rf3aTcw2Wqz1/cRLGizAIS0Oae0xmDA63YcVMYOQyH1RE6NPgosVTELyqnIYPphnofcQQar3UcfNlB4A+BrHwysxN0VodCGm84t2chuPgtAmkLtHZWRNJosSHl8f+LDu0ceP96xinChGlPdGyUpmlcOB5Cc6Vp4Vws5VVLpaOpcls51xTy9E2QpLB3AQGmXROuZqibXWXvn2oQ3OZunfW8oYomnKaFaLG3SdzjE3U0Sba2knMe4eYBhO07aE3kuaF/RFNlvzwWw4NbyBEzSgqplUXtQB5YD4fdCNjtQ7ZW6LuQyGbhOMuRFHrVValu5XBukmUZB8uHX/9z41P5att/md1NkDeEGAoANAG7kTwBzvk3voCtKKS6XyzMQtwcufo4ICqLu1V8TLe5SStu5/FgRmPgx42fdXiccGV4/xn6bP0or4vXG8doHBpGtfffuHW/fviWltDHi5/N5k0fEn70mPII1v85o+Qg8A51+va5j9muIwDeOhQPw+NvnPjKyMRE0pfQsL+BwODybAz+Xg9t4DTEQiGDwm+Qxsb/R19yB+9u3b3n79i3v3r3brtXZZZfPxAJOj4+Pm55dxKpwLsuyBRMi8iwA8UDKj+kBiiec7oPD/X0U19iyLM8sIPfzOc/z15JH47Hj/MZ7NO4qRG13XMNe2TQeO2rUvYjUryNFgd8ACP/v/rv/7lc+LyL86Z/+KX/6p3/6//lcBm6NUW2aaFoG42rAvNZ1KzOeadTWYToM4NHJIoNZdoDeaF2AThvWhXdkVISundb8Q8SZ9uFd3JuBjMH8gQFiAx9i2/Cj5LyRjubQ0ttNxmBPTAbqUTQfjPiTOq500H/DmWJYn2wackNQQzrR6g38YHKbMqpX3pwnRgKkNK5L5e1f/pj19JG0Xrh8uPD2n5z5+FVluUBJGclwOEzMs1UnteMWcpmscuJWPdEKDfWhYbYPHmP9SxF0+JbrkHX0tqJjGbovt+9WqAraV1pdTftdrQBRb0N2wWBtMLCWklkP9gbzZEAwpURq5qQBwjwp9QDXK5TcmAucL52PJ+V8sdF3x5XKSNAY0wNsuxc2tLYWkgz9+ADztj6MSU6YvOXDh4Vf/uLE3WePPMiRfFdY60ie0YU3PxgB1DjJWmdYz6xtpdPR1hkF6alSWGRm7mbDqN3sCBPmknNtytKGA88ooNNQlrVS88yxZBv/bpaJKWfz/sYC1DLdcUtJxSQndRk7DQaI3R9+LAR7THRQ1N1kUOUwJCN2k2r3csJgCdU2kIqgI39DeqP1gmQrHmRyrY62Sm8LWZQpK12rrYN6+f/4KfKp/XVpv83vJm8O0iJT55rYCBI8OTMCgVhAJALAPbjy56J22F8XAYkfN4K9vX7bdbURmO/fF7XpsQ97CYkDnBiIvMQmx2Ix+75fr1f+4i/+gtPpxLquvH//nh//+Me8ffv2WVByPB63pEzvw17eEfsRvc8dvO0ZzShziNcd58SDpihj8XH0a++9b4DT5UZ+vNiveZ5Z15XL5bL1/Xw+IyKbzCOOrx/b+xMBoR9/D8b3wLTWyvv37/nZz37G559/jqpyd3e3XUvvnePx+Oy9UbbjQZw/v193/rcHnS7T2a9nL3QTdf4O1P06aq3M8/xsjmKSbZSsvCRXin1zXXsMWiLg3gc5fh/vdfp+/f6c3+d/lSQqtt9IsZ7fVlsrXCuwKlIrmvpmiiaSad0cQlIy3a+o0tcrKpkk5qLS1EqE04XCZKx4N510UWWtZrPnhWVa7zi+1iFTQIY6NSVEJvKopOnYmFEeJm2sogAT5s3NKOqjSBZEh4Vf7w6BYIgNehvbkQPYi5je3Lbz7cq19+EUOCJISaNIUEKSlR+353QkUzaujyfa5QldF9ZL5d3Pzjx9aNQVk70koQvMc+IwZ0sa3DC+eaObq4cFASYHKWaPONw+DIrZc+Af+HatXdUCmCH5sZvA5jjlMiz1fDspIUnHNZqdn6SM9OEFn0bJ4NlvlE6qfRSYsaTZtQ5JDuaO0jpMSyLnm6xEFOYyBDtd6J1hK2lzKmLSFxl0+RBzkMTlUC7nsOtdV3g8dd6/Xzn+zkoqJrmQ1sjS0NX2UlorNCw5M+tClYoO+UhXzEhShKTK2jp3eaKkZMHVKER0XRtLU8o0qtV1WBtcqlI0DTcX2RIjkzRuS2ZE/2rr2iQyFhBtYLtXSPO2jkT8nksDVI8cAd9FGPPee8YqafmHL0Mm5UHdTVbjqaNlFF1a21hbAmXKtKpULCfgU/vUvmvNy85HZhZuYCkm1Tm4c9Y1am4dCMEN0DvAdOASQXpkwiPzHIF4lBjst9D3MhA/b5THREbZW6x06efau6840InniMzwSyzohw8fNgB6uVz46U9/yvv37zdA6tfibK3b7O0lBDFQ8fNGcLyXTuzbHqDFnQIfq/2xI0Md59qv16Urfq1Ru+/z4xrtvazDQeRehx/n3f/298THvYlYMabHx0e++uorfvd3f3dzafG1FotH7QFmTBiN11Fr5XA4PAPHvqvhrj/eZ79XPFjy8Y5zEgOLvYQlXktcq/HxOA7+2EvHiWMZA7CX1obPtY+Vy5deuj9+Vfteg/BlaSxLR0ol18qaRolsNUdq1IqTmAOGQdnemzHbYg4bVt5c6Q0qQO8GMKWbtKRVtBvLLZj/c1fXdmNuI44hxVUjg/XGJnStoFrJqZEZ4JNoQzQkEciNafXHR7GdYZ63gVOR2/Mbq6z+QTYWr0BKZSvaY8VpxrFNMEBvjcvjR7QttGVlOS08fVhYr90kMiqomBvzNAmHwyjW4xr4rV8jYWEEMGkk7SHjhhjFilKWzSHDwKuBK0mKV2VUHZBWTNtNHZUfN3bhBvBkjGceXu6QcR/ytPmvd2RIdtIo4oMYo762bgV8EuQkuF5a6JRkFUq7QBOhNgPsKQkqG5YcLLn4H4N5lo0xT8kkLpdL5/RUTftebd2k8aK6VvLIY1gHS6zJWHAP9FYVqqcj6u1caRQqAqX2zlIba+sc5lHquFuF2GU1adF9VkpmBDSMOqwWMugIZFTH7ssIMDWnZzr3m7TqtrszpnTM91j/t7B4fBjfIDYbCJdxPyW0Q1GvNmtjk0aip4r1VMY8GZv/7T/sPrVP7bfVfIt+mqbNym7/Zb938YgyEWcaY3JnBOEOjhx4AxvjHrfKI0O974ODhSgX8RbfE/8dJTRRNrJn2P2xCM7i66NkJQJUP4YDm8fHx80R5OnpiXfv3nE+n78GdNxBZp7nr4Gwvawnjnm83n1Z9T1Dugd2EVDHnwi89+dyHXQEp97iMeIOikt9InCM54kylX3gE/sbxyM+3lrbNPeRAffXLcuyvTbu1Pi/49r1MdyPiweU/uPyG2e4Xc7i8+fniGPjv/frbw944z0Rd4Cihj6+LwZzMQDeH+eb8jv2uxO/DgsO33MQvl5WluuClERaKrmvpoemsDQDXKUYSJnVALMi1K60VllbotbGupp0gr5ykEZvBqg6mEOKTlYESEyv3MmUocX2BZazyTuEtjHR2lZarVwWWFU55MqcYSoFtCCMkvUOVkZFRAd1igyNuAypxgRaDQB1hVzwpMQ+rPyyjO17HRrfbAVbUsKY9g24G0Nd15XL4wfojXpZOH+4cjnVocE2542mZkc4T3A8CMejeYV7ImE3Up1WO0kqaDaLjSEnAP/wy+RsiY7aMd16M2mCmbQIMiQeImlLBAQD0zmb7tglQUbSGiucc6blTmoWBPUOVaqP4gg50g2EJ1gXJadOFh0g3NYMMOC8sbNdBiPc1RIhx2dD73rD364r92BvY8OdBYbr0jmfKr1Wk+qMa6tVuV4b0jvQWOqKTB2d7HxmgQhXLUgelSybUpIHLLZaunbW2llrpWknp5k2dlnWqiZ/0UYtSpaR85DSWLejwmhKZOn0UaXSdwu6urBkfPC0xtBBbUA9JWPiR/4vvTe2kE+scJKqWJ/VtPLu7694YnUna7XdCNzhaFR0TYlWLQzZUo/1N27w9Kl9ar92c6eIuMUeWUNnzaJcAW52b75t7y4rDgbjF3yUPkSAtAe4EfDtAdHlcqH3/qxozB7k+DHjsb1FWUAEL3sg7OeOYMWPs3dE8WNcr1c+fPiwgcT3799zOp02gBp12m7zd3d3tzGw3j8fUz92lKHEvsUAJr53r6uP7jERUEeJQnx87zazl+5EoOg/y7I80//vx2cP9vcSkH3y5J4BjnIhH+unp6dt7fncLMuyHdPXje/u+Hr1n6i3jmvEXxelKFGqEh1qXE4UdxTi2OzX3/764v31UgC5Z9b3azq+Jt5rPmf7vkd3oSjh+mvDhM+pMklDVXh6utKnzmEWplKZVHm6CJQjay+UJCznlVXNiWNzOFmuaOvUZnaHqmfbMk8JYYJu1m70dXjXJWrKpCLkrOakkpNt6ScQ6SzLhaUCfTWwvzRSv/KkiaUUXh0n8tBZ62B8JR9I0wHaagxpSmQFbSvG0TvyWwe4tYixdQGZkNTIfQFWSi6I5A3Ibg4U6DhOQtvCej5z/vCRfj0jXVieGqevFtpi+KojVDXJz6sJpizMUx7a8EKZD4gU0DyS6yzREO30avKEaT6gPdE1kyXRejUABiiFMk+kVg2YDb26UowBF2G5Xmm12Q7AYMaTZubDyBJvjS5KyhO6VlQgTQda60AiZaXMwlwbZenUqbOuilwbl9Kw8vVDU52UkhOpWOCzaqKo0rrQFK87Q13ZkhoPk9A0Q1VjrUdZ+TyeV0/iVFgW5XyuLNfOfJyhW7Lp6VK5kwF5B8su7cJp0YHthSYHeilMomhrtKrcl0TtgnQsZ6HCpXVKyRySeX9fV7HzDMDbu0mwhsAFD/ZyzqSSyWkwAuP717+HcxlMgsca6Vb5FGxetI/ErKHhFjGPdj+WjvO2LizVgmHtzY6FcF0ah8NEG2WRRHWTG2kTWvXcDahNWHti/QTCP7XvYPMvZ1Xl48ePTNO0ySUATqfTtm2fUtrApbe9y8b1en0GwOAGJBzg+Hsc3APPrA5F5Jk3s4NwVeV8PjNNEw8PD5ssAm4MsYPzqG+PIMX/7YDEJQ2RkXew7H2Jlm/enOE/n8+bFAXg6emJt2/fcr1et/NHVtX9tY/H46YP97GJgNGBYEppC47USZzArqsqh8Ph2WM+/j63MYHWr9OTBl0n7NfpoDqlW7Kn66QPh8M2L8uycLlcOJ1OXwukfL3EHZEIgl3a4aDUr++b/Or9t4Pwx8dHLpcLx+NxWx++TmOw4Dp4P2YEsSKWqOlj52Pm4+5ry6UpUd60TzqNEpS9//d+VyWOwX59ukTEX+8gfZ+8Czcfdh9nf/5yuXB3d/eMDfd7wXetvP/+97dt32sQnueJVDKJzrF0DsklJwZUes+0ZaHWhfWCgU0GME3FpCfVPS0717WRpEG7Isk05efLmbk0pnmm5ImUM0tvg9EDerMKgNJQsYXw4elMkjQS38zvO6WOMlE1sawVkQu5mJ+5kGitW/LbSDKkt8FkT7QuqHq/LcnRKg2ajEJGlU5EQCfmeQBayaRk1TKtII75hiP+BWE2j6nMXB4fOT9Vzqchx0mmI16raeFLYvhuJ9tdEKjX66C1EyVPSB6piOIfWDKqZhpjao41N/jXWrWKjyNg6CqbzMEK+TRqveLJfsaIW2Ej7WraeBI5Hewc6pZXJmGYkslbWldaStS+GvATG6syZyT3Ibl3O8lRhEegqdCGVZ4VhBoa8QGqDWR7PoAVie8KeTD9JirpIwhR+lqpS0VrRxvU3ljWSrteOEuhH2aQURhJrFCQbTEoysLh3nTzOcOcbDck6YI2YVFLTj5dV+6OiXlKVB0yp1ZZWzXXlr7Q20wvQ9oxdh2M5h4TLyYZEhmaJ2znyPU3WfL2etsJGNImXb3eDkihlEzGdm5ah94zIusYwOHoo43eClWtSFLrYom0439TsXHoavPWm1VibaPabWuf5Cif2nevedEbEdmYwygpceDjWmcHmw42HDz56911IWqQT6fT15xBon9xlFb4ud+/f/8MFEcpivfJgaMDEGcqI2BxEBM9lCPzC8+rFjp7GB1BIhMddbVwc6OYponHx0ceHx95enrawE+UNsQx9iDncrls4DsWl/FrjSBZRJ4lau5lP7GPDuK8f3sgutdeR/bW3xuBqF+zX5O3w+HA6XR6JmWJoDyC16hfjrsR8ZojCN8DcAfJ+0qfbj34+PjI/f391v/4Xj/Pw8PDtibiuvDr6t1sJu/v7zdJTgykHLxGEL7PXYj93stc9jKdGDjFte6viQ4rfr1RcuK//dhxffo6iPkHcd1Ep5Vv077XIBwZyYB1RNyr6b01Z0tK60pttrC7KH1tm/3aNDUe5kxKto2PWFmftVpypGBgYFk7T5fGEWWeTXvb60qTTELp3YrFpKx0bebnfK3kxHPwOABa78pFlYZy0MY0CdlLvwfHFQXTwCYDXkIa2u6GJx/avwfeJqFphrYM8ORyAoAhc0mjwBBWktwcTKz0+7Io1wWW1RIRzbrRnUoGiznYYBTyuOGmuTBNlvBZcrJKhp7cKHa9OY/kzuZJrkYp5zySL4bQwfTh4ybvfQQwfdPI6wC/iMlTTI0OrsWWlBBHx2JM/Bh+S/4c1VRdcOLac8Z/0wgeZGisWzcgq5t2Wcfj2wKkNrbKmRt7jDPJQvMPAwRt0K7Ndl7WRlXzT0+SuC7mVJMGKyxZhg2jHTMJptuvE6kkK5yD5RsgMqwR8wgahNYSVStFGlr7lvfQWzMmfOhoPMEXubHiPn6M9YVaHxUdCcN1eHf76KXxlmwid7WApuTB0vdRuInhl68dVSv403szeVgviMxb5dNOolkMA83GvCksq93HtSnXq7DWX09/96l9ar+N5l/KnkDo4MXlKdEqMMpO/Pnj8fi1pDfX5gKbjvbp6Yn7+3uAjSmNoM1Bn/fFJTJ7iUJkEoFnBYO8ObD4VVraKH9xEBu37yOofOk9EVQ6IPSqi27/F4Gktwic3D4vVhqNko4ImqLDRbxGZ6nj8SNDuwdZEYy/1D9PpI3yoT2Q3UthYttLi+J8RdAaGd9ow+h9ijsTsTkDHG0WHWy6JCUGFHtbSz+XA3C4+a7vwan/9nGPNT/8mvZrKK7Bl7T036TjjmvNxzXmH+yDnziusd/7OfX1GYMWv499zX7b9r0G4b2bDrmLMW2tX1EyUibSdDDAsRrwbMMr7nypJGncHzLT8QAJGoYu56QsVcw5BaE34boqKoPwFaXkPhagyUlyWkyy0oXaG9dlpVUD2S66ELFE0T7cK3oTFlWUhiQvd+8FdcZka6JjloVbpUFp0LNbhmOJhyMhDkF0RnUFKbAlChrQzAkGVB+ArNLbOpIEO+uirMtgvodFYA963947fYCh3s21ZD5MzIeJMhWrOpktaRIMRIsMR4th+axDWtG7Ae9SynC3SBvYU3UQ3qzEOyOK1Y67lKgzt+PaJOmoromxsupFmmxcehda1WdOHMo4nkU72NFkA9CeCGrzdiu+syXOjs+FtSmpDM3zeI0g42/dNM9pgPC+qI33OtaCWvLsspgLSinjQwJz4lEZ7H8Wutr8S7Ok4iSdy2La86a20yDJgqfahGvtkKHVZkWOqloJ++4gPJHSkJDQtt6b37drte067INOURnBUbp5AosMO8aU6dpQbaRNA65WXbY2NBVL9h3yGdVO7Uqt3Rx0yt0A+Xb/1QZLV0ui7lZM6Xxt9GVlrYnrVViutw/QT+1T+640Z9HgueVZlHbstd7OfPbeeXh4eKYTj1ZswPZF76Aqgn4HF7H4i0taXioiEzXCe/mFM/jxuuJ799rbqGvea5aj3ja2eIzIijpA8iTXWD49vjeCJXdpORwO3N3dbc40e9/yCMJj//zY8zw/A5pxV+EloBYB4B78RZC9B/ORbd2DvH2gFMcqzpk/H8fWgbEzvvt+xADIz+dMeJSv5Jy3dRatJKPu2teZz4GD9/P5vPXH166/LiYtu5RqL0fZa7rj+ovXGu+JPUiPAWkMwKINZ+xbnNtoOen3aFwL0TXGK7r6GMZr/6va9xqEL1WRVUmlk5OxdGVKTDMcpPK4wrKGrYG6slwbh2wFbdpiFRTp5gp+KMqxCEuFpQlrg3aqqEyQKl2VKSlKZrksLNKoU2OSzjKcKdbamUQ5X282bSU1rgtQGkhiVWGtUGtBSZSUOGZ4XFe69hsYLEpJalKJLFbFMmXjK8WYX7gRlsYSW6ETwdCyIEjOxkpSaXWhqlKvZ9r1jNYVVViWzrIobRTkJAlpA4Mxg374d8MIAIakIVnFTvPwdilDgr6ibTjK0GgtROEWPSDDC92rnJpef6WvlWVZaa1vziRulZfSKGffFSmme7YPQitWU6v9dmvJWhvLagmKtSmtGhDtzSQNzm6LdhKYfh1j/M3HWumMYjwbwB+sM5a4mgUkFPmRbkHPIJ0H8wvLYsV2wJIxa1OW2i3PACEn64P5sZsVYioJTQe6ZLpOtD5xpVOXakHmCC5eH4sVYOqd1mDtnWWxSqM+N7V1Y5nFdwL61sFe25D5cNvJ6dUg+hgb8k0j6FIcc5XJZC2oZnJuiF5ovdF6wwpjrXS9WTota6N2oXXTl6d25txAcyF3oXZz26ljji6XhY+PT/S10ntmWYTT5RMI/9S+ey1arjlAm6ZpSxp0YBm/8N0fOmqIHTS41MKBwbqunE6nZ4DKz+UAwFlg4Bn4jtUNU0qbztpBigMJuCUhRhZeVZ9pzfcAJ8oxIniKYMqvO+rPPShxeY5rp50Jd5Y/gr+o3d2znfsgwN8fxyxKOqJEJVpDxmvx93hQ46yxPx4lOK21TSIUAd6+zLoHGlFiEyUQL1ne+bjvA4K9bMNfGyVJ8XecUwfi8Vp9rXnw6GPhUp8oXYpBho9l7I/v2PjYgMmG4mv3DHu8lpgwGoOmODYx2PK527PhUYYS5yYy485ox8f9/M72RzB+Op34+PHjdk8/PT3xbdv3GoR/+eWZzz+Hz95MvD5M1JrIU6GUZNrblui1WpEeFeqq9GYs9bpaQtyUzQSuqckw5gHmrRQ3XC+dOZ1ILcOaSdOwzWtm9/a0ClPSITtQsij3R+G6DvCqUJtyWjqpGDNaO0BHDhOHLFyTsvbGz54qUy4cpsRxyhyLO1f0Td4ho7y9bEmWo8JkN1mJ87EGjgZDK4wiPZnWxs21rKzXhbpc6Ws1WUx2yYy9xxZgYsoZSaYlT7mQJwP6tULKmMylXc0fXV0OokOyIqgWUi6kZDZ/SbrJNXQFMilnkyk0c7tZlivLpXK5Vi7nlV7rMxlKLpk8Cs6AktawZaoGqGvrQzNsiZjLZeW69s2S8nppLEsbr/MPCt2ANWo7GXO2oKeCFZTBwLYODf7a3L3GWPIsBtTNOGSA+/FZp2Ns19PC3B5oqwVFinC5NLqu9JahCvOdVazMQ2OZp4KmMuREliwryYKN2qHTOUwGqNduFUcvK+SiXFZlWW1d302Z2hrXupKunWk9M5WElDzsHMeHVDdmfpPYBC96CziuI8jMIJOtzVzoapKTJGqMtg4Nk1ZqF7sG0gDfjB0KG/feKk0m1tpYqvmd994sIK6dy3XlvCrL00Km0HvmkxjlU/sutp/97Gf87u/+Lp999hl3d3es67rZr7lXsjOADjAcJDrAjoAjJoE56Difz8/04w66/TUOnuIW//39/aZldhDh4B+e657jtv379++35MdYFMfbXoaxZ5f9uN5ekhtErfzlctkCFWezX2L4IwB0KY/LHBykR4tHby5ZcTbcdxoiWAW218TgwJ1vTqfT1xxqYrl5nwNvfpwIrp1B9SCjtbYdP1bf9ONFSZAHZT52+yTD2Defk/14xznx3Rhnqr3v5/N5G3vfYfD59lyEyLQvy7IFMt5/Xy9Rbz7P87NA5ng8buf2+yDOaXRf8evxFtnzfQAY2foYfOyBfGTUHYz7a1xaE12LfP5iXsfj4yMu4fm27XsNwi/nymVeOGdlygIpW3KkVmrtLHUUvWm+FT90x830z7lU+jwS0TCQpVkH46eUJDSx91a1wipVMrQcwGaiiWnRE5Y89nQRQ1vjJW0ws9r6kDgkEo01JT6eVk5X5bo0rl2ZS+cwJdrBtOIlZ1IehX5kCB6GbCMJkGdLMFVLvkx5UK4igCV9DiM4VM2+0RLtYF0ay6VyXQeUSYKmZGXhm/XbrQATiVqtfDyY3hpMWtLWxtoWEsa29jE2KSmHOTPPnWlqyGTMv0qnC6ThQtOaAbBlWTg9njk9XTmdK5dr43KpW3JnyuYHnqdOzreKi2loXVw33rqyrh7pQm2wLpXrMq67KdfBDmsg5W1sfXy5eXGPUTRFuQHdLf9wKNNdIsRwL7GDsiV56ibrUdZrBWy+6tLNg7wLk0LtytISpVviaB7XXHJCkwV0XTqdTuo3L227+mzBZDPZCFgQVZtJO1DzB1ftLKuNa6bycDDLzKlks00U07+P/5tn97hykU5JljTsyckimXk+oDIKMPSGSKYtzeROw6qw9z58xF0nPqrGio2hKqQpj/yJTm2NqtBXC5qvS6V106en0c+bUOhT+9S+O819l2MBEgem0aotJq7BTWYSkznhxiRHWYsDFgcSDj4j+7gHlg6o4k90c/Dz5Jx5fHzcttid1XWZhgObvRVdlJ1E20IHz3tG/KXm13U6nbbrc9AXE/miFCdeg4+TBycRqHr/Ukocj0fmed5+4hj7ayI7/+HDBz5+/MjT09MGunx8nSF1EB5BYQTRMfiKjHqsuhldV/x6/P0v/Y6vie0lbXQ85t5txNdHnAN4nuzpY+/g29f3S4A4MvNRLhVf58f03QsPwnxc7+7uADYpTNxxiestXude/nQ4HJ6tCRGrQBoTMmOgFgOluJ5iUOzj4IGiHy/uDHzb9r0G4euwfEsiKIX5YIqPlJNJDoa+VVVHkR3Iaqz12q1EN5LMPxsDXU2TSSfUEu280qaBebOna9wsklHzXiYL5sht0oKcGtqNFe2aqM3cMnSguYSBweVSab1xunbKbLre1oCmzKkz5WKa6+nAdCwDbA2A1UHyYCgHEBMZyoABHaUDNOfT0SHPWFYDotfF5AqtKZoESqItlsRn7hljsCUNWcBt/FWVVisNpa0V7e4vrhtrenfI3N11jsdsRVYSbEl5oiSygdFaWS4rp8cL795feTo3LpfGdTGZi0XCQi6ZMnVSHlU1R6Dgn0eKyXKsxH0zqUmDujYrVtNlBCB2zaZPZ5Sq53aQwbLbDe43N7hyPKn5yIvctOj+fhkg1t1rkk3HYNihr6b/b810zlawNVkQhPvYW7jUB32eeiOlPCQtlkiMmOzF9ekqidWzGZPJhDwQ7N16bvGKyaYqSqYN73obSzSz6Wc23f0INgYznjCQ7cIpEcjZAiy0Dz/9NFjqIacS/8D0w9/kR2nkHnQs8FSGG03XYcFpAbR2CwalJHJKtJYIn/2f2qf2nWmXy4Wnp6cNLLhd3DdpT71FphCea1n3gDcyg7HgyV4DHN/nLicvnT/KSCJQvF6vG/j2x5xJdqeLu7u7rzG2+wTQ2CILuWfN3ZUjghtnQr3f3nx894FEZKFdIhClHg7w7u7uuL+/f6a1hpsO38ficrnw8eNH3r59y9PT08ZeO1iPADxKkPYg3Mc7jmV0JokgNMph9nIPP54/vwfs/vee/Y4tSnP2AVnUhsfjRpmNBxW+A7DX6u/7s981iCy0j2McHwe00U3lpbX0UrDhvz048vF6KWl2P64vjaEfy8cg7u54cCciG2sfHXn+qva9BuHLtfMkyrJ0zteVVw+dcmikyYB1ng1wdh0eyQOfqDojLlxWKGpf/rmvXNcMTIBCgzIV5tTJ2hAMtDaFeRpOKSPpzGjSoZeWzt3UYGhhl1ZYJWHO1ULJVlHStOeVdbXKjaRE7vb341Ip9ZGpZKb5yOHuNZ/fP9B6tWqeXu59vQ7mdlSIpAdkllAavV+pkmiaqB3Oi/J47jxd4FITl7PSVtOgpGOiPjXWrswlWYGUkfXojGprZiHYpFHbasl+rbNcr4OBNtDUWufukHn1qvDm9UQumXkeN5+a3jeXTG+VdVm5nBc+fFj48u2Vp1PjclXq2silk8WcV3LulIJ5Rw/9twVa6aZxHgmhdqPoAOQmS2FU96y1mbRjZJqmZImEaWBPGYC5aQMZxR1G+qJoRlRNojESXlUtyBIxcO4gNuFJtEN5PYoLrauwrOb2UVEOdxZsSTId93W5WKLiiAjmkjkciwURWOXWNBko11FgqJO5rBUa5ALHadDOA1QL/sHXtkqTKY9cAh1onW5CeYo5pyQQKabYH2Xlm0JJM2m8xmw2AdomZ2kjeTdPliTbFViHB3pOJCZSh8RiuypijihTFi5quv3edAugBeFQigFxKagULKH3e/0R9qn9M9rc2s2lFa9fv94cR3yLfQ+o4ja7A2NPrAOeJcy11p5VF/RzukwBbg4Oe2bQA4LIQjrId1bTQZj/RB2tA+NSCsfjkfv7ex4eHr7GHMb+vsRQ+uujBtqLxpzP5w38ujvH4XDg48eP9N43sOMgPko8IqPs//bjxeePxyM/+MEPniVz+jw42+vHOZ1OfPXVV/ziF7941j+XsvjYOQsag5w9+x+Z1ugFvw8eHNxFKUZkgP3a43GjJGUP1l+SD8XgI4JgD4RUlfv7+2fj7fIl7+c0Tdzf3z+Te/gajP3z3AOXNe2DKV8DPm7RAjCu+7gDsgf7Pm9+3nh/RJcel6f4+ESg7fO+B/Su748BlPfDd4X8sb827ih6sbLerTeuClOuluiomVYmZkybvVQrOpOSkLqB6lSUa8tkVeYEJUGXyXDIupJRpgyC6XqtgEimZJiTuVEsdUgKqgzAbYDj4aiglaawNuG8KlCpqVjynQ428rKy9IlVC4XKXE/MRZGurK3x9gyHw0QuynRRykGYDg/GSmoiyXABGfS39E6rF8hHEsYUJyq1NdbeqCosXfh47pwvneXaqddG7fD0YWVZGjkpd5NSugE5MGZdZdgrnivv3l7paydn00TX1tHWOD0tI4HSHDFQYSrK/cPE49OBVhuffTYPptjcV9Zlpa4r10vj8bHy5VeVL3+5cDobaO69kxOUSclJSKkxFTEpkeu7r53zZUsvNA/zUdpSxy6GV7cUccB9c5VBPBERt1dHFO7KkdN5uUkomjHMXRmgFIoIjICoj6kwkGrH8I2DJAbUW1Pevlv4wdNigULKlCKUKZlbSk/UnqFVHtdKU6ELTJPwI6nclQ6SeaoTsiykMoKPJMzFGOlrT/Qm/GAa+vi6sq4V6Yrcz9RlpSQLPDtwXjvzNFOmQh6TnfJkP4NFQKvJnjrQE22t5GlGJANKq1e6TLZbkW0wZX4DUlFZaXplmhbKPFNVOC+dnKtJW5joMnNtwirKee1ch6uRSIFeyBnylEzydbkOprxQpvm39XHzqX1q37rF4jrAM3bUgUF0K/HnIwjw98X3RvlDdGxw4ONAydnfmPwZGWs/lvuT751DHGT6saNNm4Njl3M8PT1tWuG97trfD7dk1QgUoytGa1am/nQ6cblctvF5//49l8uFlNLGyO8lEJ4M9+WXX25sfwTcT09Pm7QkgjyXmNRa+fzzz5/1LbLxHz584Msvv+TnP//5JpNx0Bs1y9En2wOW0+m0jUPUOkfQ6c87q753BnGQHFl3T/7zcdyzvNG1JEqS9smNPo6tNX75y1/ywx/+cJtvB8xxzcR1A7ckTZd9eDGfWJl0n1h8OBw2eYof6/Xr11vA5Rp9L/zjazsGi85wx50lP2b0o/cgMsqnPEE6AnMvMARsuxo+bh4kufzEd4O8Pz4GXoH2r40cpdZOWhM9QZos/4sGWjutXXmsx1FYxZLn0gBibThfJIR5TqSxA9+6ySoOxcqYa06sZJLosBFUsnQudRo32Zj42pyAJaEsl26YRWVofK0sfRVIVdHV2NfzYlUWkyzmXKJWhrtkSNqpNaF0pFZoC5efX/jjf+6OKYHpfa2Iit1IaTCSI8IlIQq9CZWZhunaL9XkMusyqjx1Y4eb2tb+PAnpsJpLSoI2tNuSlbp2nh7Nu/vpaR1yHAO9czGm9G4eH+aKlUlvyuW0QmtkDhwOmcMxk1LH/Kwb62rWkR+fVt59uPL4VLleh46ezsNd4uEu8+oh8+qhcHdXKNm05MtaeXxaef++8/HUeDrZ72XVIXcYjMDYKZhnYZqGlaKCiHl/u3bbkg5Ng9+WZRTtUUStrH3rpug3yYRR3GurAwcba23abxkMsI7zDBFRFz48Vd50tSJO2pAmSFP6Im58TsM87K3rCW3weK7Iq5kkhdzbmF8D/9qFJTdQqzKJCCcVTtfK6VxptZkNZss0sZ0FxDSWUjK1t80TvmPjIMIQMVlSb84Tkjr1ehnVQy34EEkmTzHlCTICs94WWrWqpqgFCFmsOq3WThaTWymDjh9Jra27jSVMpTBPechZhLbKIPdH8PRrfNh9ap/ab6s5EPSt6Qg0ow7cAZiDbgcFcWvbQYJbzsXS6JHRdADkwNbfE9lTZ7HjMR24Rb21A6M92+iMbNQuL8vCj3/8Y/74j//4GfiIvtj+eJTXOBgGNvAUPdMdEDngORwOHI9Haq3PAL67yXz8+BFVq1AatcMO4I7H4zYO1+uV3juPj48bSJ3nmfv7+2cA2ZNkP378yLt377aqkn5t9/f33N/f8/r1a169erVVHHVW/+PHj3z11VdbwSEH8N6PKClxbXr0+/YWWWv4epAX3xPlHdFRxpuvubiL4GPpOw17eYoD2bgmolbcK2vGPIDosBNzF/z95/N5C448aHImO67HGKjsdxW8ecDh8+pAeC998XXpAarfC3tpl6+b+D6/f/3YMW/Dg9OXkkb/qva9BuG9J1rPJDXXDh1f4NqEFZOgJC+bbTSoabt1aKMZXttOgw6ZirmamBxBk1LKsJ8bzGnrtlXem8kcbPt+RNBiPtBLEzrmXLFWS0RsyZI3uxgAazUhqY/EwopkgWIst73yVuCnXpXH3vjD36vDus6uz3qcgYRKNsCmBrBU1SoRIlRV1s4oFW7ezGsd7hrVCtMw0jZTwYrUyIazhxYZrotpz09n86S+m4W7Y2KaMmVUzOyKOWS4nbeaL/bjU+V8aeQiTLMlM3ZM3rIsyvnSOJ87y2rVOlWFUhJ3x8zrV4WH+8zxkBG1fIBl7VxHkSEroGlSn5zGzeSWhlggNmdFNZGSMBULrtJgrPukTKUzFWFtQq6wqgHQxNhsyDJ2BYYv93BS6SN/wBbSSMh1S5TNGsWfh1aHr01K9Gx2ktrNr15UN214N6m/yWMwW8tltV0BoVkF1QHyGybBAUWbUrvytHaerjb2gvm11y5ksT63bv2MBXTAHFlEPKINH3yenDn+ax+oo7plsv6aJtw0572NZOQ2qoppG66Hdj6XnGs3l5palZZmulrib87C3Zy4O9h9sKxCVbM0JKWRuPxJFP6pffda3FaPRXeivnvvuRzZvAiu4SYpiPrTKB+JbOYe6MPL2mkHV/58BA5x2z8mVcafmHRZa+UP//APN9Y0tnic2PbgxscsSmH2CYrOOO6ZRg8cVHXzWz8ej8+8wv11vfdnbhnruvLx48etyma0tfMg43Q6bQDa+1RK4eHhgTdv3vDq1aut3HtM1ou68bhT4fPoY+CAL+qJ4+6EM7Mv7YAAz+wsX5LCvNReejwC5zi2UXrhj8V59nHyvsfdm3idPsfOgEfdeWSX4/uirGbfh5euxd/nYxQDBg9U432y71u8Lg8mPFCI997xeOR4PD4L6vZB57dp328QTh7agWFZJwYytEJNiUwi5VFZUbuJfgcrp13oVv99oGvTw0oyCUkf0upp7pRcDIi6pq31LQNQWwPtpiFOA7CqlR63KoajCqUIOipjdt/aQ03rrNCrkmYZSWrjQKKoWIGca1fOS6eunZ6HNSFpBB/F3pOU1g2I9wGUqkLTTu3mR22VKC14qKuyrFbwqHZIzVBxwcCxuVbIKPBiXVobtKsFBlNWDpNtCx0PGZHO9WoJn2u1vs/FP9yVy7VxOjcOx0yZhgY7JXpvLCtcLqbvNzMNIWXh7givXxVe3RfmQ0ZV+PBh5fHUOZ8bl6WxuBmJKDnD3UG4rom6WRca656ylUE/zJn7O2Oal0WsMI8K89yYFsjVAKs209ZbZdLh4Z2VOibaLSiNCcZl4Fsqo/VpdEFcKiOIClmVVBI9FZMyqT0uKsNrvKHd+p/ScFjpwrJa4mMadizS++DlTccuIpsbz+V6HVKoRElCSYmlCVPOtwRbGVaPasy6amIqGZXmecdj7Ow1DBtMxYr3GAgfkiXFdnx6pVahj1L32pXeK9oXC1rGuKqC9k6tsFZbNzodUMZcJeHhLnN/ENZR8bMNX/GShCLC4RMI/9S+w82Z2siywc1/G9hAeXTv2OuogQ18OXCOPuDwnKmLf/t7o+4Wbg4YezAWWWt/XQTC8ccZQO+XX6sDpnjuGGBEIL8HRA7oHIj7cxHg7EGX99PlAC4RmKZps9Rzp5eoZXbQ54m0x+NxA7ze3+v1uiViRp22M+Cu91c1K8enp6dNUuPnconF8XjcpCz+uPd3miaOx+NWAv56vW7PeyDhWuzISu/nLwZk/vw+mItzvdc+A8+07XHNxITf/dz6Wope6fG8cb24I0y8F/bVZeM68Z9Ybt6Pu09M9f7E9RE15dE6Md4rcZ1F+Y33NwZHpRTu7+83+9G4sxVdZ75N+16DcEscG7qC4UZRm8lAJAlThml8RtVB62rJBhRaR1IxRlCtWMjShnZYJkAQbeSUScm2xxfbKzfnEJUBKAzwHPKN2UslUVer4llVWGUsxKYkvSW32Xa/w7ZOUiXniTxNtL5SUStu0q2IyqW2LeHS9BSZlA+WqKY6/LQztRo4Ahm69EqtSq+jcmG/uVXUtbNeG7p2+tLQpdPPsChMcxqsr26ErlkWCq0LxwmuF+WrVvn4VCmy8tXbhY9PjfMC5MLvvFK++Czx5o0l3Z0eF149FO7vrNy9WdUtXK+Ny9n6NhWYJmPX37yCwyxmJ6h2k13Xlb/82cL7j5XTRelkDrMBtzyGZippsPd2c07TxOtXiTevTNZyd5eptXM6N0Qa6wpp7ErYjocOP3e/sdMI1Oy57gwx5sbT1QKcKfuOyXi5hr9FTCYE8HihvJ6QSWhSsNqgwADiax1fzqMaZ2+VlCY6mbXb7obWRlLTzOesJB3VXnOmt8a1jqqb2ulN0JZ4/2FB7xKHOTGrjbMR6IN2J5OYhmd4GsWOLPchF0HzhDlaKqIpFCSqQLHdqZZY1nHxvcGozqp6QSmsPQ+plY7dnpFj0cUCIDHN/nEWjpOQ80RtIFLRfh3u+GN7PH3ShH9q370WQfaepXaQF8Guf7H76/aA2bfm964nkVndgwiXRLj+di+NiVv8vwqc+fOx2uce1Djj69fr2/n7rXpnFP24DnKihMbP6+AngnKX07j+OLKnfl5PWr1cLvzyl7/kw4cPpJT48ssvN8Y758xnn322/XjSp8tK5nl+dm1u7eiOMPM88+bNm2egOiUrwvRP/sk/4f3799t7DofDNt/RrSOy4G/evOH169e8efOGh4cHlmXZ3HV8zGJyZgSqe1Aag7gorYkyppde68d5enri9evXzxxPIjMdnXvmeX42p762HGB7vx0sR2vNKItqrfH+/XseHh42DfjeFSVek7cYHOylTt5ikBZdX/Y7MPE1vg79PolWn56QHKVDLwUn37Z9z0H40PNmA0i16iC2DUDIKM9tX9ZwmJTronSxKpJ5yqzdEtN67ySxpMlp6puMYiqK1nW4faiBI4QkfXM/6U3RrOYUUcyRZNXCOiwKUxLKlC3RsCqrGhSbg6HHTOVuKuTkjLy5QtRuxX16t8TAjkkAEgynjg6Y5ndZrqTlkT4dIc2oFKp2tC7mdd7MH1H6lcNdYbmfuTxeefrqyvq0wNoRrySpsFTzNW8Dgx9n4QevDPA+PjW6OTxyvE/86EdHsi7o0MrXZjaCtMZ6zaxXeP0aY8BLIpfCPGeWtZlrS8MsIzFd+uGYuLtL3B+UN29m3rw5cHc3MZXEu6+eePxQSZq4mzsi3SqgDlnENCUruCTJmO+D8PBq5uHe9OjTZMz16XG1OV07Od82RWRjrbEATVyU08ZuiO1DFJRrG2JyXIKilMSosMnmJ950CJYsjuOyrNCs8udalarAKM6UFOoQGmk3XT9JSP4lRkHKxHUxi0HBgofWhbvZEykhqaB9sNcidEkstXBZrbrrMgkPUsg5sTZzvzmSzXvehElmK9ktROhqDHhjMrHUcCgZh6euC3aVBVigV7Rd0L4ai+4BSTd3nEQDLYMRtxwNFdPu230wwIK6J3wnYxKxJC41eg4ePrVP7bvQnH10ABKBVARC/mXtMgu4gZsIVhyYRlY9JgBGVvslScI+kS16bR8Oh2da2j3b7M4kkdnea9wjUx1bZD6d6XSwFJ0mfIdAVTe3FQfMT09PG9D183gCn1+fO504mHbQ9PDwwN/4G38DuAVB67puSYIuHfnss8+eWQzO87yBzWj/6My6s6AO4u/v75mmiS+//JL3798DcDwen7HQsUCQBynH45FXr17x+vVr7u7uNrD+8ePHra8e0MWxjaAvAtQYTDk4jC1qtqOsw8fSAbT33XciPHjz1/sa9zwFB+c+Rg7Co37cpRvex6jdTilt68SDtYeHhy1B091sHIC/5IoS2162Em1A/bEIwGOforben4tuLHGs9gFCDAa+bfteg3C6WIGdLmgzeUAqZrtm3uGJNoB5ycaMDwWcFfzonUqyRLChQ5XkQlyThdQm9Bps9zRhTsamV5F0oMtqpdK7kNpIrgFEGmmwyCknWI3760DW7oJpGOXXax8+dt28zO1DyhLvckl8cdetEmE3jXlvnaYWELRl5fJ4Yj0/Mc2NMjfydODSOr0ydOaC9AYiTJMx0SUXRJMVr1yHqwkyyrh3uiR6EpLC/V3i888mXr8qvD6brvx4TLx6XfidL45ILyyXRs6J+7vG4ZDIKXN/n3n1euLh1cx8yJQykcvIPk6rJVBKQnIhJShFuTtmHu6Nuf788wOv39xxOORh99f5g39u5f5h4Xyp5ATkCR1e24IlLM5z5nDIHI+Zu7vCNI+bd3ieL1cll2b2lNkkDjL8tUVkkxahw39dhJ6zJdZuWu3hyiI3hxVEXB3k0zt2SZLJi9SSgyujlJKqMc86WPhkgHR7D4m1JXP46SDmmmjktZgMBRlu8H1BVOgNUs5knSBZ/+06jXXWOtwSZrsfaoe1Z1TzWNdmJ6gokoScpqFTFzRlELOFdO9zxHltxtjIGApLGFYSrVeLdLoFzapKVStLX6tSV4DKNB8skMZ8wnNPmF7d8hA8F6IrNC809al9at+htt8Cd9Ac2TpPMHR21JPtIqu4l2H4sfcgdi8bAJ693h+PbOqeid9rtr1F5jwy7y618K15fy4ytcCWNHk6nTgcDlvFzaivhluiYExQdMAdXxeT4xzs3N/f88UXX/DmzRvevHnDuq7c39/z5s0bfvjDH9J73yqM3t3dbYDu4eGBH/zgBxur7RKWaA3pgYPP0/39Pa9eveLNmzdbVdTotvFHf/RHPDw8bIx7BHDef08ydUDv1+tj5+4iMXcgJuDG9RUTEKN0KK6VeC17Ntwf34N4P35kniMT7cGe9zcyzXtQHPvr7jZ7DbX3y9/vibR+H8Tr8fXioDeun7ju99cZry8C+Sjd8df5Do0Har33bQfGz/dN2vtvupdeat9vED6wsHlCY4xgGX7SyTate1dTsBY2J4Uh6Bhsmh0qiUktSCYtsGQ8K6/duxd/USggvRsCQkAyIonuhVGagngVRwDTR5OLsdkO3kaBGVurw0puOJrQjUle1sa6NqYpcX8nvPkiD5a10bXRqm33d6ks5yuP7584n06UuTLfNaZjY1Ur+X03ZaaRoWo3khU8oYNUJQ1PZsEA26KmG+8CkMgZjofE61eFzz+bub+z6o3H+8Srh8Lr1zP0iXU1zff5aWUqJts43mWO9xPH4zSYcCtVL6kgyYICS8QrZsc4K9OcmOfM/cPE/f3M4TAYbJS7+4kf/d4dd3fJijUlpWEgXNV9zJX7u8LhWDgejXW3Aj82p3o19vyWFiCb5GZbXjqCEgkfZGP+nN02PbStBRnrSZWtmJMYoXtrYqDbIbz66/x3EjSBdLZkTxUrIKWV4U+uI21XR7Cpg3lvXFojdTtYynm7D0QgZaFkW3dtBAitAWqBaO3J2G5lk4qo2n0jKdG74B+tNhTCrVIQNpBDLiX+Xhl3m9jOhAUrg+X3LcHqvuCMIBjc696cUix5lF4tiVXHDoNasahP7VP7rrW93hR4lljnAMYZ0chY7tm9yEhHoBGZ3SjLiIAggoq9RjiCpr3uO27p73XmEZjM88zxeOR3f/d3t/5Fxhrg6elpcwg5HA4bixxZ1wjsYqAS5TWxb87yRq31mzdv+OKLL7i/v6fWysPDA69eveKzzz7bmNrj8bhVMgW4u7vj4eFhA8J74Bv75DKUeZ45HA6bG8rxeNyO58z7/f09p9Pp2TxE6YWPgSf3RdlIBO/fJGvw+XmJcd2Dz72sKK6nPVjcy5J8vcSf/THizkpklSMYjjp4P27cWfHxjQxzlMLEn31QEHcFYh/jtez7/auu0c8Jt0TmKBHztmfSXzrvt2nfaxBuRXjUqmDWSspKnrJVlszZJCOweRc3Q+oGXrST5zu0N3JveNXJtU8InZJgzqAeefY+bN6UjqFnK5izWoLhcM5IquTemabEIo21Vj5+rHBWSirkZJaISGdpwxoPs6QzVwzzYl5Ws5ZbV+WLkvn91xP/3B88sDalrSu9W0l22hNtWXj8cOHtL05crxfkcCE9Y0O8XAABAABJREFUXZiOd9w/HHg6r8xvCsdDoadsDP1g0q+nhfZ0ZtKKSEeyBSCnUaK+mT0Gx8nkPIdZOBwyWTpNE/cPhbv7iXmyEuu/N/+AL35n5Xq+8vTxRFcocyFPttRyMXtAgc0Sz11KcoLDITFNNp6WkThxXTrIwlQYDizCZ58deHjILIvp3c9X5boISwUwbfY0Z2PD58R8ECRlA3SL0psBOtvRMAvJ1uynexGgDkIbwZJBb8slyPSuXFujpEzpjSZCFwHpm1mOCOSRHGts99BRS6fQmcWY3bUoa/UiUxYYLEtlmhyumiykN3MYyQIlJ2o3cYhDZnrnsqiB7yyUtpIRNE3jsURO1QJXFVRMa99UqJqpPbP2zGyVdkaMK2SZNqcZI91XC95kaHhG027uOEksuBTtqFa0G7MhqYA2s/xM5uDSRzVXVU9AHSx5V7ok1t7JrdHqSm8LWVeWtiBpAlW6fmLCP7XvXotSAQfILj+IHtdR1x3B0vF4fPYFH0HI3kfaWTtvkXXcJ4A6m+fykPfv3z8LDhxMRmvDmGDnINElIvM88/nnn/PHf/zHzwB91FO/f/+en/70p5zP5w20H49HXr9+zdPT0zY2e7nL09MTHz9+3MbJQZIDOu+Xs+vOLvuYPDw88Pr1641l/sM//EN+9KMfcTqdeP/+Paq6gWq4BUl+nT6+DhJd2x0Bsu9eeJInwBdffMGrV682Bt+TOn2O/FjeX0+wjRrpOJc+HzEYigysr7Vo9ecyFg+IIlMeAWcEzXu23NeC5xX4dZ9Op2eFomKg4HkHsUiUX4fvROzXvz+2l9hE7XYE+n5d/v6X8hsioPb5fGlnyMcnHtPHMI5v3AHw98SgNBacijsN36Z9r0G4SU/G1jlQpoRYOUUDK5mtDHxrGbrpca1EuQ3ofCjUKqxrYx0M9DxBKUIqBcmZroXpLpGmRl9XRBpl0uELbYAmJ9cEZ7o0rhUen5SnMyxrJpMsKTQJCduCz86wJigo52Vl1oYI9LWh68q6Juoo6PPTL69INmCVRSl65bosPD41PjyuPF0qc4IPHxeuvUFZ+NEXd5x74fWdcCiwLgbmTh/OXB8vQ++LAZqm6CAW62JSAU2JkgyY3x2UeTI97v2rsmmll+VKbYm2NpZrZbksXM4L5/PK8eHAQ4EpC4dDMQCfzeWkq1qgpA1hJaeVKZmmuqRMGr7ctQl6VZbFxrw12+Ewnb5ZCl4vK8tic5Fy4f4ucXc3Mc+JuSTmKaPaWYY9Hnqz4AKhVb+JZRx3LDIxGYixw8OkT6wia1E22YTfc870bjssSThMmFuILRYQ4fS0ku+Eki3xVvuIrJXhxmI2lyk3JJkLzt1kRXvSBJLNo7vVPtx6FJVEmizhERRNwro0Et3kVznTNA+9eyX1xmmZeFgn1gRLhtYzqx5QTSTJVpl0+MyrWhVYL1Wv3ZXrlryMwNoWeluhL2izYFE7WDjS6dpQtZ2qnifWZaUNO0OaUO6DbhVhUlhWyzUwjXomlYmcMkohzfe/iY+WT+1T+//U9tKT6O/d+60aowPl+GXv7zkej5tvtutkHQy5dtmZ5FLKpnuNgMHlCt5EZKtK+fHjx2eV/SLQ3ktVYhGSaCHoYOWnP/3pM6AMNxnKhw8fOJ1O5Jz58OED7969I+fMj370o42xnud50wO7H3fUKkdJgoPbuKsQC7q8efNmuyZ3KPECM+5NfTqdePXq1QYC94y0j1VkdX3co3wngmwHuVFvHAsF+Vw78+599sTZCPz28hWfy2gxGXceYp9jUBNlPHuHFA9g/DU+3h8/fuR4PD4Do7HkfGTQfTyijMfPH11IPFCJ6zAGOhFIex/P5/OmC48sedSRRwlOBN9xTHxdOlh2uUtMyIRb8qnfO5fL5Vnw48FanI+YsxHXx18bTbgwMro6JDJlysMT3ICOJXPZP3tT0pRJRSglM82ZUhJrM//htQqdRCqWHGb+3M2288WU3F07rVWmCWodiWYpWXVKrKBIEkglwyiE0wZASigpqQUNWdDWWZtSkiLZKiyu1ZxbcrKr662bHr12lrXz7ssnHu6Eh0PhkGBZzpzOlY+Pjadzo14r+eDyhE5bKu/eXSBl1ledWibWNbOcFy6PZ+pypRQlT4n15FUularjGIrpz5tSBOYZ7u4SDw+Zw2GyKpohWryM4joIlDnx2d0dx/uZuyFFmYoBYej03ugtDWbUNPvzZADWpChizHeBu/sDIuZjra2Z9zRDD52FIgp3E8d7s6Scp4nDLJScNh00YmNp1TMNTLbqJYMbdYxxHQWGXDLSwlpqraMp36QgQO3Wlz7E0Jvnh6PwriZ7SdZhV2+cHivlPnHIttbW1mm1kFIblUFtV0LGMbO6nv12c0sHrSbFUnUJiiV3ojokJrjj/FhX1h/E1nvWxto6sprn9mXppEmRPOQjXVFd6HVhOIIPS0fz/+6qdF2teNIIJLRX09FbtGBj3zu0xaQtIwgWEboW+mDzp6wwgjOTmXfmPmGqKfPXT7lb0qZ2Oorkb5+F/ql9ar/NFoG1g5P9dnpkyh1YOxiMriAO5ON7HIhEWUp09dhv94vIZnEXAYgDCH9dZFKBrS97YBirJz49PT2TZri7x8ePH3l6etqChfjeX/7yl+ScN4Z8XdftPV5dc5omTqfTM+YyasMd7ByPx02r7Wx4BKgRDB4Ohw0I++/oxBEBsTPCPvbOYDvgfHh4+JrUJILBUgqvXr3axtjf78f1eYkyHmd9PXjwQCyyrT4WcbciBg0vgdO9LtrX4p65fXx85O7u7plGe+/QEteir7H92o+5CvE1UeYUn2utPbO49GP4Wtj7uPuYxV0gfzx65EcmPRbFiq/f7xDEPuxZ8Hh97ofu98lesvJt2vcahAND1N2fbYuDYRWT1JpQt4+kSh3sZcoZhqVh7TKqHw6ArMP1hL5ZIKpHt72TNRkD2UFLNkYbuwnKSKrTkWzZVcl0A+BJR7qabkyu9V8RFRrm112yJdG1oZNttXG9rnz1sdFWKA+FMgvr+cr51LicO9dLN/34nMlitnG1dU6nlZQqlxMci7K2icvThfV6RXuzBMIiG5hWdQnzuGG70hne1snsA+fJJCkpy9Dm2stzThbYHDK9ZebDxDxn5kMZjiUyPMCNje5DBiQoOVsBH0SYB+M7T4l5ShwOBasemdHeKLOCu5YoqHZjRZP5Z5ecyVmHp7W1Wht9gMTu23qDgfW5qNULNd2Y7N51VNbRoBnXzT3Fzu3i7/HFG0C6QXm7PoZbTu9wvVTWtTA1W5Oq5jmvQ1udREymM6RT5vzuqaAjf2HovMHsMtv4vfVy295mAORuQQVBg67K2kyXn1fhdFXmY6c1sTU93FF6G84nkiGlIZty9xIrBNV0uNL08UEn2bKkLdFhBGBeAIhtV8E08eMa1TzdLZ3C8jCSDO25v8+wuiVmhuv91D6171L7q76Mo/Y6MpEOjKKNWwTAUZLg54mA05m+PaBx8LTXbHtf/LWRGY3AzYMFB+rRQ/n9+/csy7I5lETG2f25HXw6K/n09PRM3tBa2ypSxsAkymv2bGkEVQ6Wo8Y8ynI8OGitbUmY/jseaz8+Dp5TulW1dH24e5DDLbiILcomIvCOY7+3aPTj7P8dWXA/XwzoXprL/b/34+cAM66f8/n8bJcjAn+/hpeY3pgoG7X9+yRNH5fYp31CsT8X7RAvlwt3d3fbcaMePeY67OVbexmPnyMmtL50r34TKPf+f5Ms6KXr/VXt+w3CHcAOxN262btZvUkZDPUwHBlWb711cldUjSVsI0lN5SYp0U2rqlAZGte+AY7Wlba0UbdkMs/oasVNahZSKqO4iBo4TZCTSS8EHey2Tdw6wMSKotmkKCVbkZulGXBa18b5tPD+vdJXOGihHOF6WrlelPXaWZfOdYWHh0xJaqzn2rmuDVHl9KRMxcbr/PGJutgHtSaBYmC6DdyqiY3lbjoWn9VGN0Y1m790LhnJw84qFe4eDvYhV1d6W5nmGcH0+ADXi12fiDGZrXUDbRiAnwfYLrlzmNP2M89plJr36qaQ8jRuDmw3RGbTdmtHm6JqDHdvJknqtVJXqGszD/fmGnBnknUA1RuzbI4eoyDN2OZwGOy40Hc/NsDbTc6SDTPSxdajr63WDBCvS0WbFXnqDPtCMcyaS2IqzmCbg0oabjxJRpAloBlIZQQ3wyFI+9bHjoF5tTiU2mxno4w16cT6sja6WvLl06XzcN+Y8/hQU0zT3apJb4SxMwQOrO2DqFHbhLj1oCia82C8E0mMydZ2NRZdR06AjKq2I2JJI6C2jQOl9QYtWbGtPnYqug16U6G2X+8D71P71H6bLW6Pt9Y21429XjVukTvo2bOIUe4QE+MiA9tae+ZbDc+rIEYgqnqzLoxAMgJ/B6d+fge6DtKc8X779u1mkfjw8MDT0xPn83mrGrksC69fv37mgnE+nwH4+PHj1ocPHz5s/Y+g6qUEwn0yagTiUf6Tc+bVq1fP5AVebjxKD6ImP+4UxN0Jty90LXd0cvEWq5h6vyLYdOAYk1z3VUL35dr3spO4yxIB5X7dRVAcEwwj+73XOrssKB4rrp+4Xl46Z0xo9bH0wG6/nv1a4vU6yM45Pyt25BKi6D8fWey9c8z+fopAOya9ej9i8BklJhFg7x1VvDkjHyVU37Z9r0G4gZEMuYzyi8XAU1fynKB10mJEnGbh2q5IzqxNeVoN4Kw+VgJKN7DZrfTIoqB1FPABVDKworWTsgEHKcpybbRl3SwMr4uBubUNtq9kilYYTg/GgJuloqpy7SaVKAezg0siLEloTWhVOZ0sibCeO08N3nWhz6B1BBGLVVeUUshi8olJOosq2szS7XLtTKcF0c7lwxNa62DzlTTZOCzDUjonQllz0+E26WbjCORk3ty5uHesWTzmXDgeE+iEaiOlCdtFqAPEQSmD6cmmI27NTpinwtyElEx3Pk3C5JKU1Lm/mynTxICriEzkbMA8ifm31/VCbwY+W3VtdqMNycm6wLp01qWxXBvLMn5Wq9rYO1ZtspskhzQhuSE5hZseS8oFtt0C65AtojFOpUyImKSp+1pNsrnftAZCJucCApkC44sjZwEq0tqNDZdhMZgYoNVsFg25jx9RdG3ktpLUAgy7TxgBjLC2itJYuznSHHNCKIhMI+joVBVqF2h2vjyYfG0V0Qb5nkwx2Y1gshVJ0HTsDOjYmOoW0YklcSaZ0TwK+/Q2JF/AqGybkwx7QgtMqtpulLmnVPq6sF5XW4Mlm8imP/9y/tQ+te9KizrRyGK7v7dvmbt216Uil8sFeJ5kBjwDUVEr7udyMOMa2mmauFwuz0C3s8wvlSePbg8OMDxAcBC6l6w8Pj4CbJIRVeXx8XE7lgO6KIfxc/vv8/m8yRs+fPjwrALhPM8baHVJTgTlEUA64IWva/Jzztzf3z9jxqPkAdjGzOfLgw/XbUeA72x4SomHh4dvtDT0HQ2/Jv+399kBt1eQ3P/4e/da8711oT8XQaJfe2SJPQCJem+4gdIo2Yhg2sF3TFyNADw61bh8Kb4X2NZrBMVR1x/Xhc/PXgIVAbLfI5HJ3yc6+9/7AMDH3/vt9+W+mqaPg++w7HcUos/9+Xzedpv+2mjCSxLKnCiHzOGYKLOQ5gnKxFIrc4PUDfj0rmQZBXDoxrB1K0Fuk62UktCcSOoFa2Sww92s4YY+96506gBB62WlryuzmA641c6TJmM5kzDPlgjX+0LrJm/J2VwnaIm2VmNm105PmZyUkoFN96RcLh11jVPKnB6VmpSShJzyKL7Sxs6/Qu30BdoKy0Xpmjidhk55XcitbY4bqXTKcSLNwGIM/appK1OvaiAIFerSWK4r18sVwdxTchksQBJKmUklD7a609YVycI6isNQ7piGJt9kFEptMsAo5EkgKTnbTxKxIi5iAK0k0xJ3zbRWDN8NNpq+UpIBsyaMAjFKr522mt/6snau1/GzqCWRLsplUc6LBU2tDWDYldbWm1vHkIzcwLdpzctwP3GQW4eLiraGilcuLZs4JXnSZDd3GlXI80yeJxSTZBTpkAXJ05C9DNZAlWWp9KWiKlyZbJ261EPty6cmMxHXplwvdWjMQbKB5Oal3lVZ1ErBv7prpF5YU+K6FI5lsPeb3MOo/dYqdX2PzPcWYAwpUhJhzh0VWyumi692xaNEfa+NroXWE1XbGImGSKIkA+JTNolKU8tRaMMRhmYLOgnM8wS5oK0wlU8WhZ/ad685cHMHDGdMnYl+Sa+8ZzkjCH9JxrAHF35eB1in0+lZNcPINnpSnj/ugMVBlIg8Kx3vQCcmJjqb7cCwlLL5gftrvJKmgxcPHpZl4XK5oGoVGr0fe3nJ3d3dVv0ysvQ+Tg7O/XgOhHrvzwB1BJB+rjgXDq6jS4uDPWe//T1RZhHdPbzFhMPIhnvwlXPefLUdnF+vVy6Xy7Zz4D/+WJy7uDvh6yDujkTQHYGpFzja76Z42+8EqOrG9ntz0OrXG+Us3ucIUuPfkUH3XIK45mJAFNe46/Z93KIufM+mu2NPDCQ9kIrj5PdAHM89Yx6DgH1Q59fg1+fzEYO1b9u+1yB8PmSmQyGVRM4yNNcNutDawlKVCdu+z6KodAPVTYb1nKC0YR8HDSH7xKrLEoz1NNZNaWvj3LvBpW7b4UnNTUWA2pXLUuldmaZ00xnQycls4VrrjMjAfnQA3q6oyGAIXZtsmuV1CGLb2jivyhXIKTMX8yE3tlXR1lkW5brAujJK1Jvbx7p29LxyHOBGu4HF1ju5ZHI2wK2YLtdvUUWpmrguyuXaWa7NrO7S0Pgi5CGc6M0lQn0wwQY0lYyj5pSyAWxtIJaMqozS8ENb75oKSYWuyRjuZMdt3V5nxZpM8tFqG3NqCYPaG703Wh+aumZstxVd8p0K0833IU2p1WQSFnz4FpxJUrT3IT3xQkzWvzKmWGSMEyBppGeKkNOYz/E9KWJz0gy5kkuxhOIyNKQD1HYFXYz1lZTJWkgKUqykvIoizT/gTN4jYmx1Z4wftpvRh1RK8nAQchkPCsmqdS69k1snrcLTFUqyvIh5GgWsvPKmKcVJ3bTdokOkjRjoHuA5STcAnqxCrclWKrVnk39Z9EAa+RQM2Y62lT4SYntXhEzSZqy4DnvPcV4rb/+9/gj71P4ZbTGBL7J9UZKw17FGhnev3907j0Rpgv87FkmJ7HGslOkuJxHIwHO5Szx+7Ne+/34ulww4YPf+umwF2CouLsuy2fX5GPjjDsrjLoGD+8ig72UAzrg7YI3jDTfwtwfH+2uM0o64A+Hv8XGKP1GzvZdCRI1+7GsMviKTGiUqe534HoT7GO/XUuxv7Of+Ovbrzh+Lcx1dT/ZSmL0lpuvl99KbuEZj4BDXaFwve2cRP44Hb+fzmZTSs7LxL8l09vfGXr8dzxHlR7Hfe0lPvDfiGnxpd+XXad/rb7BcMtOUSdNtq94q+a1IqzRNlMGUWhlsWIYQVgwDbAl2DCYzp0TyojnoBmIdGLelcW46QJcxfDmJ2chJR1qjnxtdhZ674dTkWeoyAIZYAlpXxy8hojNcXocMxh40rTEirNVYVNR2AuqtKjkpd3ozr+y1MuQKpsFWtYJD/bpSMDmE6S8avSo5JUrO9Gygqg4cp+N/axPOi3K9dtZVmedO6dbH1DuSDVivtRmjm8z72xIfBdXko41VURxSlFTQ4Y6x3RfJtccCUkawMypZ0lBMgqIpW7VUoNWOSBvM/UisrUOKMrTftTF+jPVeh/NMH9r06v7ZMIroDBA96F5zBhlTImZXmDBLRcTAveDbXY662eZVRAboZABMY9MN6Drb7tVbDfiPj8fhm61MYkV4urCx36qgyZxL6J6kPETfOVsRHDpJhSQFL/KTEpCNdW/A0hWpnels7iq1Je41oakPrTeMdE1oIyHVAbWY/6eqBV2C2S1aMNLHvKy3vIOxu+Dab488al/s3tFRUCgnO+aYm5LsyzRJ28D/p/apfddalCw40wfPv/D3YDGyei8B8HgMB5Hx9c6uRrbOmUa4Mc3eh5d0sf4+ByxRDuCPR7Aftcn+uAOSCBBdohA1z1Ev7TIcf50DHQduDsQjwI3gyBnkKGWJTHaUO0QAvU+ii7KNqO2NgCz+REAagXoMUvy8Ufu8B9/x8X0iZgSrsZ8OQL3t5zLOb5RWxLURQekebPoa3mut42si8PQ+7YMRP1fchYk2j94/P48/HwOFmH/g43h/f7+tiQiqYyAb75W4puPfkQn3x/fabp/neF1RL+7H2t9/36Z9r0F4axXI3B0Kx6NYVUoZTh9ixTyyDu4uGUN+nCc0Wxnt9boOFtKKpIz69uSuVnI8dZYuZEzuYZ7HCjkbiBUhT6bhbWK61do6IsmAezeQLL3TJZNbRzLkGXpLRoSL+TvnAoixfb2PD9g+nCEEUCUl07OLGmsoUliasYlZzOljrZZ8Z5KAIQNwRrgK9bwijA+nNDSLrSGtM2UhHwprraQ0ivV0oapwXZTzpbOsnlBnDhlmfWeWj5KEUkaQM+zw6KNgi3ZSLoO9zORiuwKmiXav8kYW17kByBZIVKt4YxrlYoy4dqFqIqc2El4NTKsKvSfWpbEunboq62pjs6xwWTA5yjoCllWxzzhjX1HwJMREJ2fTxYMFXKVYFdW1dVag+IdYgimbpEmVTU6RSxqRnoHGqQjXmtBakboy5SNWlXNo8BSYQQ52HNtHUBpi6xhIA2TrSG6UoTdPvdFyQW1B2evvnTWGKQnLuowPTEGSUpLtFmmHZem8f7ywrIXzkrlfEodsiZpFTNKVxXYIwD+A++jjkA6J0MdzrS7ACgLr9YIURaSgmljruGax6/CAKSVbSyojL0EtKG1LRYtAbeS+GNN+I2Q+tU/tO9McmN3f33/NrWMPnpzldcADpp91OUV01tgn6sW/I0BybapvizuQi+AxgiKXSUSLw9i/CIb2INjBdPSSdlAeGfbI7Ma+OmhyKUmUPDjI8XLxnvwZ9dEuQ3H9edRCu5Qk6psjMI2AysGfj5k/5m0va/F+x4DC9cBRouCviedz6UYMSnyXIGrB/Xnvr1+DtygN8kAlavsjqI2SJu/fvlqr5yV4wOS7KP5b1XT5UV/v4x13a6LMJOr0Y2Dg/Y56cpfMxPnwoOZ6vW6Ju8fjkev1+qzCqQcBMdCIYHgflMTg6XK5PHMTirsmDsB9POJOih/HbRT9Po47BX9V+16D8OlYeP164s3rxDQnNGUuQ4pB7yzXhaUb/skFpvsZSSOqqivXc0cuNunkjKYJSQuH0q0yoyh17XTMUWNdKusA36CmY06Jac6WPKYGqqeDuXC0YX0nKTEfhVKMGVwq1NUAWq3jQ0BAeobeDXgnS8rUNkrEJLuG9dQM9JbEYUqsw82jtbFNqVAdWK5DRlESy9UATr/UoSE2MC+t0z6utLNVUrQ0PWOCnZA2Njvx4bHx8alxXTqvkcH0FFJO1LVRBktt7KhH84P1lbRpxy0B8Mb2y3hPbyNRZmnIlCAnUpqQbBqvPpxwkirran7jIsmY3G6VRge5z3XtLC2xNjEv+EW5nBvna+dybVwvlVq7AfMmVol01KGXlAarrKjRyMOjxOavd+OEc0pUhKU2siF2JKn5bo/B693U4N1dVlSZMqgk7o6FNw8zv/vFgTLsHnsbX65FqGsxT/spkZOO8vUjwhcg3w2fckURSiqWWFrNo56UUZlRbbh3OAJ1LWM3wmQ9OU/DZtPmu+TORCN1pdVsa75AS2IAnIasbFaOVrWyMglkbUjvQ3ZifTB5kbBcG6yXLTgdsP3mHZ7GKHdzQOkIPevwy7cguF+hyKgay7Dx+dQ+te9Y84qQb9684XCwZGMHWQ4cI1B8eHjYwIZvuzuoiGy2A3UHLMDGIscvfn+fa5kdwHkBoMgUx6TL6Ent79sze+5aEWUL0zRt1S9LKRwOh2fngeeJiP5+Tx7tvW/XHNlGtyzc7wx489d9+PCBx8fHDaS7ltmvKQYMqrpdowchMXl2D2Jj8OGa4zgvERzH642sepSiXK/XZ+NwuVw4nU6bnOZ8Pj9zS4k7D/GcexY8gke/ppgg6bsMLwUh3hyU39/f84Mf/IAf/ehHz4C7B2uuj4+VQvdrJPbRzxllSPt15Yx0DDLcxSZeQwTGnmjqx4y7Dnsmfi8Virpy16fvZTTxnD5mcVdhv4vh6+2vDQgXQwBDbyustXM+d05PFerK9boaUzgKttw1pZcKku0LXoEB3rQpVRtZO70opdh7ulqiXG8dbdC7jES0QW4KdLUS4komTUpBoI1y5wOc5Wx66dZhWaCuY+Hr2FAfiZCmbDCmVXUTNdgHNiYtQQ0wXhdLNFUxJrKqcrkay7u2oWtWoCvrZTUtxrUyzcnAceuwmmRGigyrFTvxJCNy7UJV00tfL5bUWFcdTOe4OXAgbUyyeckMuc0QtdhzjZSKAdLBFPfm7HYi18RaV2oTUjYXmd7NK13Ekjs3icZgq1MyeYl9cNrug+m7Lemz9URtbchzlFrHc7UZ098M/HuBHq/kqd1uwNoVHcWaTEZtemUZV50FqhhrK+6Woqa1d1V9ax23V7SNDds9uJwq799fmO4nA9rZ9Oa1K+vS0bVzdzyQnGFIabPDT8msB80T3tZhKYk8Ck5ZnkO2wlEbCDcBlvZpkwSB6arHHYGIklOxXZEh8ZqGY08SNplM15EXYQJ66FAFGgm6UKtuSc1g194WhTRyBDa1zng+JZLeZEjJ709WGp2UIanQ1gXtQ27VheX6dZ/cT+1T+640B9rui+3VE90BxUG4yx/2khQHF/7Ff7lcNuATjx3BwV7b7MDMAc1eJuKOI1Gv7X3w33HLPzLeEehEwLoHzlEy4u/3xx3AXC4Xjsfj12Qae0mFiGyMvQN7t0NcluUZsNuPZ5Tb7Mc5jqH3K4LZvTwmvmcvXYiuG1Ees9d37wOT6KTir4+vjWtiz9bGPsBzG8A4j1HP7IDTx9j/Pp1OvH37lru7u61Kq4+bByNezTIGifG8UULluws+bh6s7RnryN776/fMf9wd8t+x//ufqAV3oB/XggfIMQCMkp691CbutPjjfv+4bMbtN79N+16DcLglLjZVlqVzvVSWy0qisl4bbQChlJMlEk5WETB9LZq26pZJoLZGryatkASWB+iAcySTbc4cQ/aBVdpMkilJ6CWbz7GCJtNBO/PdnB0ekg3BQIyOMvHGVBvrummKGRraZAytJRoaS5uSAXFFOV+VpVo5d9Nhmy+5qoE6qUotBkb7ao/l7izo0D4PsNgGIJI0StIvfVj7mcZa1XXM48umteH/MUTrQ1NvLiBedKUM8B78uE27EebTkihTCl8YI3nPFB0e7Y8HZBSi6Tautdv1tW5xh4NtA+bjuWYSlFa77RCMRNg+nDxGXEcfmnMZ1o9+TeZ8Ml6Uxsjp17+wLEizA7oqHiyAu15WPn64Ul7NlFGYSFKiKVy6kmqzOZTENBfKWGOId2UkkorNXdduwUBKZAFS2VxoRIVEInnFT59kTGJj3L/JqEoyq0sH3Smlm0RfsFL2fcXBNT2BmEa8j+BqbdVY+ea7AAINJA0f8xFAhTBzW3vbvxVE67gW++naWNbGUpW1Ja7Xb6+9+9Q+td9mi+zh9XrlfD5zOp0Qkc1FAm6ab5efRHDiYMEZQgdxcRv+JdAZgQvwDNTEbfcoF4ml6CPj6H2IyaXxfFFD66DS2ecodXC2PmqxHZBHRvElBnh/LVH24AWDHOTHBMaX9L3eIjvtY/MSaItA0YH5uq5bsuk3BSNRJxxBuI/Br0rGjMA8Bi1x3Pfz4NcU9d0vgdO4RmKQFx8/n8+8f/+eh4eHZ7sKDjb3AZE77cRjRJAb1/pLwN2f26/dyEJHIOxrYA/+oz57f10+R67tjjs9cdzi+O3HPK6dCMCjjGxd178+IFwEOga6dO2cr7BcV3qtHO4SF0kGADEgcL2Y/jWNq9beyHky9naYFpe5UK8rvZrsoExlgJXBBibT0YqjErBt9AydTO/mmKFzQbpash+AJrw4DKpIMjmLdtBqv1traDavcNT45O1DTA0Q5mTsbKvGTpeSyKkbCBLTbdfxWtXh+lJHCmp33W+jLR2tHVaTzKR1FDrSAfTGzsKiYjKIrqzVpBzn08q6WMGbLYCpnV5WUpmQZEx4753e2pCdwIQgE+BadcUS/WqjrZU2wHCtYztIlbmkUaa+b8mzdW2krbKp3EC4O590ZVnbANzKsg4WfAPgjd7MVWYdJetbNwcZK5nuTi1qeQKDzy8DUHdnxdNgmcW3uvomF0lpFMoZuxYWrDGkLZbQuSyVj48LPF6RLBwms+ojZc6amLRT28J1VQ53dxzvN2sQqwafQUn2bzpimYykXJBsa3F4ISIIJWWOeSanW03UPgocNUwuY1Ko8YGFYd+umNuJJJCMyETSZut07PRoy5Y/MMa/dkv4Pa9WTVPF7BwLjZJNmkX2AUloErqY1Ux395qqpGz3CYPJV+08nRauFdaeuJ4/gfBP7bvXorTBmW9nge/v74HncgCXYkQnk6jvVVXmeeZ6vQI35jDqa2OiZ/yJLGbOeWObIyvq4M+PFQGN98EB1D6p0/vj73Hg6Ppof935fH623R/9pP0cbl8YAWnc2vfri7IGP+flcuHp6ekZEHdAq6rPJCd+zfE48HUwG3XZLoFwMOsg3Pvleuoo3/CditifKPeJf0em3MfBx2ovkfDfEdzug6X9boX/xCBszwj778vlwvv373n16tWWK7B3mfF+3t/f8/DwsL03JiL7Yz7PHjxGdt/7v5+fGAztd3fitfk5/P6JCbgx0HLg7ePs6ySuq+jSEh/fH8/XQwxWW7OKr3+tQPimnR4c47o0+tqRrqRcjPnut63vtnYKydwXmg720jTYKQslTRwPiUsvo5KjDMZ8ML4Ic4GkQ3NXCrlMWJnxRpFGT51GImXBl2FnFD05mJXhUoVeDYh3xZJJUXoStDcDw6Mcee9KxhIYy+FAuzxZVcEEaUoGRHUw5oJ5XRupCGrVNIVOq6Crkvso9a3mACPayb2ha2NVoYsl4DW1pMVOQ6QhKXG6wuliDinLtbIu6wBUk0l8uiDdnU4MNPVWaaux0iUnzNJwbJkirMuVXMyzvNWVVs3ycF0tmfPVwzSYWEt8lDyEIMkSU1UT63UxCcqQlTjYvl4WLpdqPwtclz5kKcKyWjBi7jKmP/aAIomdaz1Xynw39jmGXqi76UgyqcfSoa8u5rDkVBWa3oobKTrmSPAKmCIGUq+XSv5wRabMNWVjpHVFjsLa4SyCyEJOZw6HiWkWUhG0WEKwAl2SlayXzDqKJuUtcdYCiCyJUhIP951JFuYpMU3ZEpKxtSIC02Te+BlGAuYQG6Xjpt1XhbQomioqiaaZp6fGx0tFJZuN45LIaWJZO8tauS4LqTZSganA3dT5/E0mzYIMb/ARoXBV5dqES01MmjmqVYQ9n1ae3i+0KqgUFJM2fWqf2netRdbYdcAO4BxsRJDhYMaZZLgBW5eL3N3dbSDAmXN/HbBZyUVXlr00wIED3BI4UzLLNwe8UZcbAbn3NzLGftzj8bix/K5Fd4Dl4D8CWFXdAoqoP4+g0FsMEBxkxcTRlNLXdNWeaAc8mwf/d2SlvX8R3DkQ9bmKOl+XvHgFUL/mPUurevNR3zPerv32H18f/uMAPAZqMfh5enracg18DTjj74DWj+EtBgdxXGKg5tfu8qD3798/A6W+zuIxU0qbn/s+UdL75ud6affGA5jXr19vzHpMpvX7wIPSON6+Hn09+7qKshH3rvf3eUJnTIT13SU/92effbbJt/aBmwdIvqu0LAuPj4+8e/dukyvt1/Cvat9rEN5V6ENSoGSkDfFJskI6zlDSDWCUMuGmzSklVMqtmqGAduFyuppvdjYJgOmPHSQoaxXbfU9C7gp1xVPMNl1rW5hS59qg9mQM4mhJlCmZNqHhbKtCSUxaMUW59ccWWhrATOi1Qy4kFST1YVHYuVYDiHl4WNdqTikM+UrvcL122tKZtHO5GhifFCag9BUtkyXEqSnTl2r40pnNlqwQzXVVTpfG+bxyOjeQxuFggC6VjGqzQjVah2RmMNvdnDNSnijT2G6ViqTM5XxmXRpJLAnRhrVBh3VtpokeTK0OuUOWbKx0txLpXYcMZQDwtZo8aV2tD+uiW8LqssCyCp0yGPJO9+qTMrYwdSRU1pFBPWQnVpSomFuKgrRGAdt98ElWmEpBuTEApOGQIvZ3Spkugmgi9URbQXNnSomSBa2dUvLQW5v9X1WgJWTKMCXWbrsDHohJzjY+ZaKlTO0WPLniI4lwOVcajVISh1KYj4V5PliQg5JS5a4IJQ+ZSkpApXf7wpQkzKUgqxW8qh3WljgvwuN1JUljSsLcK1O6kJoNTlsal1XhXMkJrodClc6r18J8sPNcFuXpYsFUXTvrUpEyoa3RR5EiVmw3K1vgqvqpYuan9t1rkXWL2/cppWdf1A6c5nn+Guu3ZzW9EqWDhQgYgWdFdfZsdbSE29sHetuDmwjeI0sa2U7vm4MYv0Y/lwNWf7+PSWQyHQgBm5Y8XncsU+7H2EtJXKd8Op14enraEl3v7u6eaeij/CVKXh4eHp6N67Is5Jx5//491+uVlKwQi7PuzqTuwaYnm0at+EsSE3dAif1wcOdj5u+J8xTlFvtAxIFq3PmI4xYZfGBL7N3Le/aJr7EcuweEEfg60Pe16dcfcxI8cItM+F7ycT6ft9fM88zxeNwCDf9xcB7Z9rgDMM/zdr/5+LkUzJlyH4e4G+HvyTlv0pof/OAH29/X65XT6fRMu+/XEROu9xr1b9O+1yDcFbaCySyyKPMEdXg7twFEcaYYcO0pGKBwUOeOzIolYW7aXdxT0stxJwN8TVEauVllwpKtDLtRn6MYDmlLoDMwZIA7CcPm8KbFNpOPvClkpRtjOGUdEg2Tk8gQBMs4V8pC1uBDruNc/TZCvZtyJiVBuhcD6tQ+FNwdUJMLTKKsrvPedhGMAV2bJX1eLp3rpXG9rEyTlV5PyZh9tKG4X7cVwWkDhFvhIx1l7Dt1XVnXxvVqP6ZxlwHC7eQ5XemqTGV4uw/G1vyoQ2GjrrTaqKuBuGVtrLWPn1tCZhsVMdXE9Ch1K9BjGyuemGlSlJx06NyTKd3H8pFuFpLO3urom8ot6JIxJ6rp9j5PrHQt0kjCTIdsZd9Rk2bUZvMjprtOYIWVcItKcxYZVuGmBdfEZrA9pECSrdOiltawqrL2ZhVfi3JdO4cZUrKqpYdiCZdLY+w2jLi1N1DLmbjkPq7fkm9rb1zqxLoqQoWkHLLSe+VaExf3re8gTe2easrTk2nYp6UhSblclcdTvc1prUiGNK5Jm6BNyHl8aXwiwT+173iL4NWdJ5zt3rNlUX/8ks4YnpcLd3YxyjvisR0w+nnjtjncNLjep8j67V019sDMWUAHvy9ds4NCB0gOWqIEwLXjUU7hAMkZa7+2OB57xjyCLWfCnZmNoMjfF3XZLyVkOjCLVoJR+uIM6x6QxnPEQCHqu6P9YJS7xKAiAtQYmEUQHuc0rp+9dCWOWwSHkf2P54xjfb1eORwOz7Tve4cTn6eYFOtjFZsHhj6/Ua8e17c7/0QnGgf3Hty9tJ599yKOfcwx8HXiSb1x7OP9WGvl8fEREXPZ8Z2Wx8fHba3UWp8Fdr4uYlD2bdv3GoQrWMKZiFW7REnFgM9l7bTet212A6ON3BUdPtySzeKs9wZ0k4BkaFeD5K11SkpmfzcSB1NJ1KWNZD5oIrTamOaJUpLpwbWzNmNNTX9u8gkdIDoLtDSMuEcyWkqCZGdHDAWXBFNqrA1janPmBu+M4UaEkkamt1gBlpzsOuweGAmd2WQ0qZotXcecVdaulCZIVw4ydM/dzqEbSZ9omM/2ZVHOF7P4W66V5dDJxXzYlYRIMyCuffh2NwPHtbMsK3dtMfa0Vi7nhafHhdNp5XxeWZZRdQxj81GlreZ2cpiKXXbTAdSbFepRqK3S/IOuWlLnslTW2gYAH4msQzfubjqMnQNfTeYAMjhhBSRZkq1kk3s0c6DRDmBAdEoGzjt9SIuAnIbefey4wFai3oGzy3G6Kuu1cTxkK3YjoGpOOr2upJyNEU+AqgFrAOlkj+rFMybzkAGND+Y2cgFGkqMtnYSM87RmwU6/NnIpzFNmvgMptguiCIjZBaoqonalTTs5Q1YljaJTtVnhJNSsBFM228fLCpcqNLUvkEmSbQgoXC6N1oU0WeeWpfN0XkjDk52u5Fw5lISMIMitC0Vv2/Cf2qf2XWt75woH4Q4wXkogi+DBAa4DqihhccAWGW0wqYZvrfvr/Nh+7qjvjk4VwMZe7puze1FbHP2b9wAvXnOUOUSW3d+zlxrAc0/tGDD4+fx9/nhkI6PE43g8fk1n/P9n731ebNuytNBvjDnn2j8i4pyTN1Mzqx4p2ih5DeuJ2BDsqPiLArWhUA07IjYKBKGwRBA7ClJiNdR/QEhRCpuCjQdVdrRRLQtsaEMQipJ6VTcz7817zzkRsfdea84xXmOMsfaIdSOzbj6q0ntfxUwi74nYe68111xz7/2Nb3zjG3Gd22LIrCNflgWPj494//497u/v8fj4uEocYn4ZyAdbGuAwg/Hs8hLgewvCsyb8OY13jLzeOUMR6xTXFefeyjQykM/3K593uyfP5/OaAcj3JDIfoRPPgDszzhmoZz13lsnk+WRby8gYhOVlDjrjPHn/xbGzjCXfp8yWb3X3eY8C1/qFuL7L5YL7+/snUq7w4c/Xlc/7eceXGoQvc0cfFZMW8+WeBZUVhU1Pay3HTWPMxejKfhnQWYA6cHjdvAjNjkcFuJwHFhEUBealo7Jbz2mkCnV1EQFggGdRnBfTNpfKxnCC0SrZ72LAiJS9uBCYu3gRoIHnUs3RYsRhYRIHVoaQgooJkgm4WujFE+MChvmFk17tEwEAxWU7ouaEIurMr13JeREwVTBjBaDBgDMTai249I65m/vKw0nweB44nDrqtPjGteJNpm76aTsDiAXzsuD+/YJ5dkYbhMul4+27Mz78zQd89N1HPJ46+jApTGlwFhy4uSmYLzP2OwOj9sZzD/ZhxaFL7+aLLuQWkGP9sUY8ZNpk/31ZzIt8DGCs6T5bTM81uIMHOfAz950ukS0xqRNVA9uCYMA9eGoF0uVq30fmY06wBk1MVqRbq+m7BUAfYraGBNQdYTdNWJZu5yFvFuRpDRlWsLnbW4ACJlAp6GOgshUtrP+Tbu3g400zuu0jVZAIihC0m+xGh4F55Z1p5QGvzLSXdrH1HrBGT42AyN2MsYBRsCuMfREIF5wvloUwi0nTmVeygOCyWPZJ+mL/VctkzL1jqsUzCPamrGXn9aVqnveLoGpkCX441uFlvIwfxcjFfAEQAzQFC5iL0gLwBOh48+bNZwBMBopxvBgZ2MbvRNfCwmASM8jLIC5GgMgAErngMzOWWSKxTb/nACNLbIJBzmAnSxZyQJHXccvQ5rkFeA+bwoeHhxWEB4u5nW+sTykFl8sF79+/X9c92NTvfe97+I3f+A18+OGHeHx8XOcRa8jMuLu7W20VQzKTpRmZ+Y7AYp7nz3T3zPKUDNJjTbafcVmCFCB0y34/B45V9YlvfNyLbXFisMUZpEdAF/r/CEri3uei3GVZcHNzs74mgr1tIe9zTHl+LAelseattTXzktcl1wnkWoi8h8J9KJjtLLPJLH1mzfMcooFWPC8HssGMZynR5x1fahDeu+J8EaCak0PvhMEAkX3xL0u/so5qxZHzuYMKo3KBDgPetZkFm8oAs6JMzoaS2RYSrkWgDDK2cwW56lIBc9gwKYtA2RrTiGsVSjEv6fDuZhLUgmjYjuZFdurduI3hdcxk+BulRNS6YjuTwKjNv7jDxOhXxpdAEGWgWKMYXawFefW28rUSxrAOh49D8LhYg5qxdmJk17qbBOd0Ebx7GHh87DgcFpRWQGRyjVaBws6SVsI0MXalgjCBGfj0kwv+n994CyhwPnd88ukZ3/1owcffO+N0seyBvVnsXu13hP2honeTqpjXtgVAQwjLIITN4LLICrDt3+ISFFvH0MjHB7ioYpmvHbOuHt9WUAmY7OGyGKuvoQlftdPmoNIX09EP17Nc5SYM6YJ57mhTs3vm+3aogoeg1gam4h70usqYLvPAnosV77rkyJo+Kci96+flZMBbFGAGCVzDBDBPpnvR7s44vkehELKiYWZe2w8N1+MoEUgYD49nPEpdXVGqmue4wIDzUAFXt9L0/SXLQCmKWgitFOgYgBsfFrYizy7m2jNch080UJzhVxXo6GBRkMCDIXvfjj7ApaJOE8b5glYJrTYUaqZzeRkv4ws2AhQGI5ib22y1vsG4Rdv2rN0O0BC/B9iLc2SQDlwBWpasZEeI/JwYwZjGyLrgrCHOoCQAF4AnQGYrl9hKHfJr4vjbtH6A68x6Bpjd6t2zfOZ8Pq/sdbQ0zzKHuK7W2up9HSDxo48+wq//+q9D1Yopv/e97+HDDz/ERx99tDbPCU1yFLIej8cVSG8lL5nlfo4Bzw4wsa7rd5MHWcC1IUxmWyMz8pwnepap5ELYDEoDMF8ul1UDH2ObfYj7EmsY4DvLSXJBaNzj3L00/jtN03r+CE63QHobWOY9ERKgbcCxXZt4bb4XsReyI09+38S+jfsR9zOz6Zl1jwAz5hzZgnCS+WHIoS81CB/h/dzF9Ktc0TV8WRdjCTX8pNkK5QSoxWQH4hZ/IUEAEUZh8PCFZhjggNfVMaFxQRdLyyuMlS7F2O8h5slNhTC80yYP04Dv2TcNAGUy/XfvBoydMR3qIB0AXPtLnronBqbK6BSV3VZMqG6FYhpxWq34xEGVikecrnceUFQoavHAYwgWECoBs/trFyJwYah6oecQ66LpQPyyAOeLrL7htXYwF6hYt0VVc5VhNlB2e7tDmybUNvDRdx/w/t2Mx4cF7+8X3N+LNRfqpp5gNiBaC6M1xrQr6KP7h6Bp6HtfktZbXQ4R3ummCRcR16GH/7eaAoWiaQ6b7ltDsBEAOt7E5CyvOhvtH2C1mE/4kNX427fZqqEmGPMNKEota8bDQDq5nMUBvQKQDpIKFLPoG2r2fKa8cavKYh06jTX2vd6H7UW2+0WF0JfF9kspLrUy2YwEA9YIhZsFlQbLAbJTV1ZU7fj0EZh1ePBpwJvYrDqVgvkndFsoKARjWIGzSnizkxUxu5Ce/H05QN4TSkC6QD2wikC3Mkz2Is6weSDAFB+6tr6VGYUZg1+Y8JfxxRtZ7pCBQoDFAF4BAuM18eUf+tIAilkCkjXUmY3cFrxlgBvMbLZw24LHAGfPOZlkvXaMeH4wlFGEuNU3b/XgWdf9nAY6BwWxRll7novrslY5AG8wzbmxUS4ajHWsteL29nZ1xPjN3/xNvHv3Du/fv8fbt29XhjyuJwKNXDiY7zGAZ91Nsv44e5/ndc3gebs2eX22gDmAdwDzOGbeR/H6fOz8/Hg8ri+faytdyUFDBt/Z8SQXo2bW+HK5PHFa2V5jPJavKY4X5w9ddvx9u255X8Y1ZFlW1olnmU68J/JzckCwLXbN58uBb7w3f8/IUdSZTdIBCEGUXG+sWJZhLd8pKGtvzjIUpRKYGP0yo+0aSA08rUApJLYEB1MwJp3Mp3ut4nOQFsWX6kWOyiYTGApQsaJNna7qEMBATw9dq4NwlXCyUCfZ/c0ZQJxolUkQu/1dAvHWtMjfZAHyoqlMnIZMqwyydP8QY0fNLtE04sKEyXX0qtFs5frvcB6Jn9oGSulQJUi15a7DJDnEjKlWtKmAq+L9+xlvP51xOg88PA6cLyYtITKmvxTC1IDDnnE8VhwO5uO+eodD0ZfFNd7m/63iHuFD1y6b9l+srdVtHRlEcvV5t1103UygtQu6Me5WiBh/YxjQHGFXmLdBrOt6LyMAZC8m9TduYiPstQKSYfNyIK1+TvVMi7i8iYhWH3OEN7lR4FBYlmaMbndevLg4vvRcXlSqueiArmuj6ULGMMlRbHGG72MGiBlKQFcxlpp0DV5FbG90726qCix+P8hURlAVSz15Matb0vietiCXAUgwdlCwAhRZAFYwWa1EZQPiywsGfxlfwPEcM5edMALsZLYxdKbMjHmesd/v19fGyIz3cyA8g6otA5plHwGMgrnLQDw//zkA/pyuOIOSHDjE6yMDkEHn9ljx+1ZrngtOs+1gBuHAlfWMYsqQAeXulgCeHONwOKxykrdv3+LTTz9dmyqFvWDMIUD84XDA7e3taimZA5bMbm+14xmUP5c1yPcy76M8MgDcZj8C/ObnZqCe72le1232JOay1ftnff1zx9uyxNuRpTrx37wGcfy8d/J+jAB2u9/y2m33Uswr1j3mFsFQDlSfW/ft2uSM0nOB0vZ9+HnGlxqEMwOFxBw9BLhcCPNQDBmWJhdBnYpJA1TRL+bYgZ2xafP9Iw7HG2gppv1VdSu9azHnEHEQzDBeeLhrg3X8M6hrEg9SNV23GUkYeB2KurMAgaKpCgzcyLCmMYZ/CNCG0H2Td5U0JwwLDEYX9HkAhVDd45mGNboRbzZkMDVAEgAFpqlgWQbi7UnOXPZh61GmAjIBM9TbkZuG2aCdLQavRXhLH7hciss+hlnJEUGkQMS6LrYqxqRrBaigcMXtDeH/+OYrexN0wSfvOi6exWjFQNhuYhwPjNu7hru7He5e7aEALrP5lYsIRl+euqK4N/pQky+LwmUoJktSMWZdClBcN05sreRBV/30GMEuGOgUl6TYm9UcTUiH6akLg0vBWDoIwxh1IYAZY3QH9UhSoajmhjPbke61rEolCToaXBhlMpcVHQKRDlkARYF6wAdRlAmoZFGPFfwWdAhU7D5hDNOHi6NgZ9JDfCNqOJiKdXO92BbCSYCJzJVkqGnqmcxpRQg4LTNGV7RmOv1S6BqgLXa+wy7aabuUi8p6j7vYziqloJZwbjS7QVWFLDYREmP0JarhoZh4YCoFu0pr5uFlvIwv2siAaoyxShpycVvuQhgt16PI7927dzgej08AzpYB3IJK4JrSz57VW2CegWCcL4OJrYsJ8FkwuB3Zti2zz9s0fp5LzHMrq4iAJJxd8hxi/bZrHdfwnL6aiLDf71ewl7XxsX53d3f4g3/wD64A7ZNPPsGyLE+Y3t1uh8PhgNevX+P169d48+YNAKzny4A8A+7t9WdQHox0LrSN8wUojONlwB7zznrpGDHnYMEza52lHNv9tM3M5ONFEWYEIlnmtJUchYTpOXY6fmKfZqeTCAi21xtZkHhdBtfbbE7o77MzTlx/ZCcOh8O6/nkttwFQdgXaylLivsU9jvsVxZq/Z+QolhonXGYDFI/3VuTF1eQZpU1oxRxDoJbS37cduDC6fwhCGMoGLkTY0/YVROxpfnMzCTA/X7q7UgAqAjY1ALiYrGUZ1qiFiR1Iw0ByF7Rm2ljGMAePTgZaAeAMdMwO7g3gS4c5jLhcYLcjUGmmqe2C5bQAKnZMv+eF7DpDijFcDlOYoIUxlPB4McANb2VeWgXNgloUu+bOI6oYDiBbtbQ/+TGXGZhHkL5kgH4ZBu3EJBYERtspQBYUESlKqTjuGn7/7z+ASCAy0JpbKILAlbE/NNzcNBwOxoJPU8XpBFzO3X3BBTIWiJjOvhTTZivizeYArxYsiwIsKMV1bs6kAxYUYQV/1sDINPTX5kzDgSVggRA7C60uu5ClYzjbvXZTLcD9YzdHE2IIzM87Mhi2cRXz+Qza71BbQUVBqwU8MaiSVTCSoE4NpVTUUlAwsAz1kleCNAPwpRRUrqilgtuEZT6hB/vNBSV9uJViAps+n73zp1luUjfpVhfByUnzxTNISgyqVrtgb6MC1AMeh+JgVkQAM2qDr5tidGAmxWE/uUORoEKsmZVWT2EJSrUGQnbHFGMwlg6UsgM3RqkFKAOiwHxeYE0zFZ0XYMw47AqO+93v9sfMy3gZP/TI4Dq0rMDTgshgvePv4VXde19BYwZMWxeHAA5RcBbyiwxi8vNyYWSWTwTDnDW9ma3P/s0BmAIkx1z2+/0KqsLiLdYhzpULKwOwZp12MNCZ0QzJRzhkZHYdeNqBEbgC4rxm2V4wXhduG1krfjwe8Y1vfAMA1iApjttaw/F4xN3dHY7HI47HI/b7/VoImrMMIenJha/bOWdrxqxRzsFVjJxNiOt6TsqTQWvcv5wlYbYmPxlc5rqCOPbj4+OqqY/9tdvt1t/j9Tc3N+s15q6mcZzIHgRwzw2r4nVZlw9gfb/kwCJLR7b7d8s6R+FmZsdDix5rFhmQ/B6JdcjH2XYWDSlSDkriPR7HimDh9wwIXzrAs+JyGVhm84WuFV482VyDyyYhgWK+iDVCGYJFBna7BkQiXz1NUqyzY7FEO4Q87S7hfT1ME6wwulsFxJayH8McOpQdsHievbA1sZFFVyCpymAYawx2EO++4XAmk1ywzGzFbToM1F4/nK24kouJk609ujHr6paIPLEXi9pzCwMLTHtOSlAolrMFBUSE2hjaByqb7aMqATLAXKPPEboAl8tVo8tMaxCgMI300hWPDzNUgTZVtFpdjqOoBTjuGR980DDtKubZ1k7VMhdTA2pRQAd6J/SlQ8Va0ncBIB21ApMXhZrzDVxXDM9QiMsldGWGXZFx1QV5AWZ0lTT5jbHetj52QeHJboFJuO3Yh78uV0kFVKCLrPKh0POMbm3joQoUBnNFKQLoAA27ZtLIegDWmogxINCxQKR7caMFHG4Dbl7hQzGkQ4eAvCNl+GjrGFAZ69pABZXs/srqe18w/D4qEZRdYsJl1Wkrkzm5eN1BJZMx1aooLKikOFR2Hbq5rtSiGBczZWcIWgEe3R0ogjfL+HjAI8BYLFAiEHR09D6jTYw6NZubzRitVStKpYKhn78pwst4GT+qEYxsMNzRYS/7COditgADY4zVcQN4KruI58frs3Y25A/bFHlmHrP0ILOq8Xh2mACuOtjW2pOCygz+Yk5ZspJlJNnSLa45WNno0hlgPzOcMQLgxDyCQd0C1XhdAKE4V2Y3M/i/v7+HqmK3261se4DB4/GIr33ta9jv9yuzqqprJ9JcbBugK9YwgpVpmlbgutVdb0Hvc+z+dkTA8FwWIK5vK53JoDXmG6+J9Yj7nYFvbjYUADZel6VG2Spzy9rHtQWAjnqEzB5nKUr8N7P3WZMd+yavYb7W/L7IWvUA4TlQi4B1W4CagXMOnsIZJY4b75Pdbvekq2bIyX5PyVGWxQEnBGMREKkDQufWIvefBwUgsf+jFRr6/6s1EwFMygCykk4VL3aUAHVel+cWhqre3pvSEdWQGMGZ02AKTYFg87ySow5AYnixmheRGtgmyBBnEnXV0sZlxjE05hnCXnhX0ELQxhiFzY5OXfaiJsWpZGCfC6F53xcLGhTnIZYdgOmvz7MxnqpXIF6YYd0r7d6MIZgXxeEgOOytAyQzgVQxNcar24bCgseTafh7J5hFtPlhzxp/7xjD9fYg7CY1u0J29xaiVdfPHL4aAcZjfSNw8lsjVuAoGhDczpu3jEjcP39TpscV1w84q+8095nrrb/uGeS7qldNN+nVO3wMWGbC7wfRekMBEFgB8a6tcbz1/xUQLyBWLekarIDUtgABouBa0KPo0oNT8W1ChsQt6EAUmVhUUyv72tqTqVkRbS3AVAhTATTsPsmCGRFbA6LY6yW2LgBgdDXg7esifYDFgx5cmR0i6xyLQuiLadOHAjrMdvJlvIwv2rhcLusXcWY9t+4PeWRwtB0BIIMxzMxdBj0ZqGVg9P3GVn8d/94Wt8VjWx1yAJ0AIc9peTM4z6AzsgVxTSEh2M4nywYAPAHhAQRjPFf4moOXAIbv3r3Dsiw4Ho9rV82YzzRNeP36NUopeHx8XIF4Zo/jONmKMl/DVtoQv+cALM63/Yl7uA2otmuZ13kLuAOwbu9hrOn3023Hvc0jy6i2e+H7Mb753mfrwRyQxB6O+bbWnmR74jyx7tsANmdR4m95X2YJTQ4+c8CUNd85gAzGPuaQ73FcSz5XvCYHxZ93fLlB+NxBKA5YzBaPiwOzEYVnxjoTYKgZugIOw0crB2r/L+7JLabBLsW8rlWMrROBVVQCMM9vZ4ENAZqsAsCQjgBwWEG4ARBRAoYx06RWbCd9GOp1WUvQl6Yl9sOXCox5RYkxX8WVvRUH3+Kpe7jFYm22LjIxRmWEepwEIGKoa9oZhImtc6aSQIQwSHHqA6VVGGAceDwLLrOsco1SCKXZccQb9ZzPHVQ6bo8Dy8Fa0jd3CymkOO4L+mLNagYGSAXSCQLBYisAETV/b7fra42xnypaMWBobwBaMwaq3jAIdl1rq/v1w4tNsqIRZDgQ94CD0l2TQJTrHvFdQrHOA0rF7AnVPOQLezt1UQBiunJy6QslLafCxdCEIYTRCaQuq5F115isyhQfdq/ZMyAeakSdcDD21kHT5B4WIAx3/7H9wQWQRVCKOxZEW1TyfUcEqozRPZXdjOEuhcIMBkTAfoIFvWR6/saELmZaKKQYixd0ru8xBlgxuqxdPi+XgdGX1CTJHijEHmAV0+ETo3jmIRj9IYIuCy6XzzJiL+Nl/O8eoUWOL+UAeVmXm7/0M7jITHeMLaANicYW4GbGOYOSXPCYR2ZhM0AJcL1lPPPI4CY328nHfg7gZ8u7OE74V2f3lsxobs+Zte7RHTOOeTqdVleTWIsA+sGUh53h7e0tbm9vVy1vgKvD4bA+L16XHW9irQLwE9HqshLAMJ9zex3PseH5Xny/f+fX5GPkEfsj66FXOWLac1nykY+bWeFg0PM+y6/Z6rnzsfI9ysfO58/gN+oDsv92Pk/c/7i2qKnImYy4D1mytc2cbAF1vC5fZ/iIZ+Cfn5vtQ7PjSxx/K8/5QeNLDcKDKQyQ2qr5XnMxh4XCQCnmqmCMnALeSr42xm6/W8E4k/mFhzxBg5UWa+MOZza1O5peNxpAhQCUa9ofQK0FCgbcicL/Y/Z0YSuoV8AEMe02uz52ZVEc+ZMIhgyM3k3z7LhQFSbXAGCOGXb4lXH0wj8a/mZhA6ZTZQPZ3ZjSRgwWoAwBY5grBXmzmpBn2CkxRHF/UtyfOl67jzaBUdjs7kSMCX88zXh/P1CYsKsG1vZT8cY7DGLg8X3H+/cd58twW76BPixbIGquKPOsIBo4HguOH+xwd1OwPxbUVs2xwwMBc5YM9tjYYeukOdCXgb5YreLo5tphDivDWfYry03QK3B1SQvDddFkAYcC13bu5Ky5mmAiwHz8H/lRi9tcXuaOhYBaKkCM3ocVdVpqwoM7BSuZHrx6ulEUxWUiKmJs+hoEwjUww4sdTatPu8kKam2nWe2D21OyDgP5sKZBzOZmU6cdLvNsVoFWHblKeQoBU1Hsa3GGGyikIAwIsVlFdsFYwnk9Gh4B58uCfumu4jJ7SdKBUgsKF5gDjL2fSjGbS1WsmSOBef/XCqgXX7vf48t4GV+okZnJ+KIO0JCdUbbAOEDE4XB4AmpysVc8PzOMz0lOAoRkkB3AcMto5znnY8Z5MqsbY1tomkFvln4E2MuAPDO/W7/z0GLH3+N4wbRnUJTnHHO6v7/Hw8PDEzvArYzi/v4e9/f3T0DUfr9fWXEiWt1SMrOeJT/BuhMRbm9vcTgc8OrVq1VPvQ2StkxqyDSyZ3jMOQKfbAeY98hz4Hsrb9oy0FvGPB8v9uL5fF73TQDTzDTHPsi66Py6OF+2Gsx7J467DdjyXHI2Jn7iPLvdbs0y5WPn/R7vs8xyx96INc8jgqnwNt/u261VYbZkzDaM0czn9xQTXhtjmgq4wBp9eLfMYACntrMNHL7Z8LbuxcBN201Q6oCzixUmGfEKPXBlVCL0xRrkkALMxQA1Xe30BPqUFRfA+teTa6RDw2A2cty8WHM4AHfELEMN9JG7oQhWPTNBDJRIRM4uIYAR/Na5kVbAjwJnSk3CYnhcAFLUSijCK9NcuWA5XZz5rAAP9NEBFCwgnEXQajVJgQJCBadl4O37gdevBm6OA/tdBdfm+nuxgIYVd68Iu6liPxUwFPNlhni79Plx4OF+QV/CRhBefEerPnrXGG9eVdwcGcdjwe1txe7Q3JWjOFATA9kiDrx1zVqo33cBm7e1Aotry60du2uUybT/xYtaScwysQvbcxyUFyhasbWeuzXZ4ZgHLPPCZI8TMSozuiiYC2orKIWx9AXR7IeCJRd1SU0B14JpapgvJ5NXFSsWbRIZGEY5VMgsazaHyDIRSzdrzgHCoApqBBXxFQCYG2oZTk6bNKjWCq7XIiJSwq40DFhNRN3tMFVGVUUlQSvimnKK1A50KBZmw8TKAJk3OWtHn8X93K02AjDZWGuEqVh2hInRoZBFnBk3u07rsSSYxwCTYscKlAYuDSKEPi4/ks+al/EyfpgRoDv01Dl9HlrbLD0AngKb/X7/BChlFjNAOTOv+ucAPgEYAowEkMgAKQPzDO7y8zJbDzwt4MtgNs8vs/Hb4CKzsTHHbVYg1i0DxgB44U6S5ScBUrOUJNbk008/xZs3b3Bzc4PD4fDEXi+e/+bNG+z3+1V/HzrhZVlWpjwXTWa2OoKlN2/e4Pb2Fjc3N6ttYRQiBpubQfhzrHccPwczWylK7J1cG5AdRGKvbJtDBbjOeyxeE0WhmbmPvboNzmKOUSB7Op3W32NN4/gBlOP32K8xpxixP/N8IgDKUqVcIBl/C5Ae2YeckckB3jYTs2XmRWRtUZ/XKOv/Yy/n93F+T+SgOhevft7x5QbhlVCKp+pVvZOeodDSTDsKGWujEgKw21drRU9AX2Zwcx0sOdgRby8eBX1kml8Ms34rxV/PBGYDXUMAqrzKDoaDE4WA1NhDQNHHgA6XjsjwAr7rphhDMU0VhT1SFCsIhVvxzWQOJNZK3qUfw5kPv0B1BYUNYz/VtAwrW1orA8OLLgmQ0VGZUdlYTbBiGYRluN0i3KqPyICZEHonvHsE3j8M3N0M3N16poDtuaVNqK1gmip2uwlTq5DRIfNiGuYhmOcFd3cX9GFt5c/zwOPJmgGJWyZyURwOFcdjxbQrmJq1cUf6Mf27eVUHqy2qGOL+4RIe4mZPOCQaGtFVYrQGAWHL6F4gXNZAyuoNNJYWBCtYXB1WYPeeixXDqlhQJWL+1lAF+/27yjTMoYZ8j0GuRZzEDFFcu14yo1RvoCRqRcNwZoQZygWLDrCaKEpDJ+9zDa02s6dlmN0H3Z4LRNdWO18hQgWhqIKd6ReoqbHEolIBMFx3brp0D0TbBL6czd1niNUgcPGCTzt2gWCq7GtMUM/oCGx/iCioTtcvKAyrV6CCUizgK+WlY+bL+OKNAGIBrEPuEMxrfLHnL/7D4fDEbSIDxwzAtjKP7MgRACAXS+aU+tZ2MP6eAVL23s4gPNrAx/niuZG+j3kGkH6Otd4yuBnUZ1lL1jRnp5HswBIAOVvqRRDw8PCA9+/f4+7uDq9fv34ibQngFhmHkMJEQNN7x+VywevXr580AAqZS2bXj8cjbm9vP1Okl68z5rT1CY+fDLqzdeFzYD2v2bY5z5bdzuA15hHWhVtmPF7z3HHyHOM+ZiAa+zfuUZZEZZZ9W5y73QvZrjAHAttMRz52zGcLrnNQk4PHANi5bX12kYlrBvDEPz/r17Onfw6GIhAJMP55x5cbhK+uHApmRauMwqEWuabEjAG2FL09x4CbjA6qFZFrV8W1bbyz0BJ9yF0mQmR2f2CDLCKCEcyt7ynTfjuIVyv+FJeNSJfVG7wWWvGyuT+4Jpd5RYZsim9AFcPBUWUD/Oq2euKvJ0NCCImOOvCy/wTgM3YcxYIPYUCWgR0XVFIUNXZ1KDB3Y+fZZQdCpl/vDlzfnwTv3ne8OjLevJmwd2kLM6MWxm5XcHOzw26/QykVfb4AE3sBoaIvjN0EiDAus+DhtKDWYUWfLg8pVc2qcF+vrh9G40JXEO1Au5vvuQxbq9Gtg2ZYOg5xOUo089GQoHjRJq7Mud1ddywQieSIZQNWSbfdL5aBobpq/kMWpGo+8RaQ2aYKqYsi9EJ2b6w3kIFwKJmrCSKt2KEKNAf89iGhUOZ1TmB2tt/mT6uW3R43xl3Xa/KvfjCzdd0UrG4+ss6TUQqsgHRYt1WB1zSISWZsP3hgoXJdU3aP86Ge7KE1Y8SwIt6m5mSkMF2+CACmtQC6uw1lXbVc1oyqgr1WoqD8EB92L+Nl/KhG/hIOQJQZ4C0LHmxhgOdgKLe62fjvcxKRLCMAnlqyBUDKIDoD3ZBDBGjJeubMSm/1tfH6LfB6Djg+p2PO17AFgSHPyNeUWfjsGR1zjbnc39/j3bt3uLu7w/l8xs3NzZMAZb/f4+7uDvv9HrVWXC6XNfsgIqtnu4i1d398fMT79++fuGqEk0oc4/vNJf6bHWzi2raAPL9mK0PZylkyAIy1zIWN+V5tZShbkB8/Wx339nq2+yZev23VnvdbXpcMzGOeeU9sj5EDsm1gE3s0Byo5+AvAnOcQgcg2Q5HXJtc65PNt72tu+pT3fNazf57xpf4GK84oBmgoTIB4W9K5gqBub2cM2vG4gwz38C4VTAMiHWFSNxZFnwcEbJ35CGbPRoLSXJ9EQIE5fwzXOwhXYDGJATOjwLoF9j4cOBsIGc6mi3gkKaFeBogFVHew+syBWggi1hVQFNBCEDbGeFkE3AeqN5SZhwUZrTGYuhXvsel7DeD5WYggswGcUhRUFTqA+ewpS3SweiOfDvRubC6T685rdatAQ+Fv3ws+boJDU9zdmDRIDw0gBbOlXM0+UaHSTZt9WaBjQBwg97mjj4LZf7d5OjB2LTVXhngBanH7SFEyu0gdGKNjmQXL0s0/fTHLynkWLLOgz9bifukDSyf07lhXTJZh+m+TDKkHYxaJWOGlrnfJpCdu6GHdM4dlWsJ6cnH5RDiuDBmm3YZ1cFJhu7fDNP5V2dh0b+SkwhiLWfzRWPwoBO0DS+/AKOBW0XaTN5AiDGUMNeC/XxsvAWhWtFrIMzMyQFSg2tfCThJAO1aJlTIgbsIyYM16SBnMKWCAt8+G1xuU4oXFHcu8YFk6qANtmsBcATbv/MsyowFgsnb0goLLeYagAxQd06yeQwFUNrcdLgWlFpNWLd0CA8LawfRlvIwv2giQkVnTAHehIw4mjplxe3v7GUYuAyxVXVP8W4Cw1cBuda+ZLY3jZuY7s7DxvK0UIuwBs1Y3ril+DyvGAD5xvcE+ZjZyG0Dk1uIBbsJKLoOcXBwZACoKOjOT/Pbt27UT5u3t7eq7Htez2+0+oxMP7XcEJZfL5Ylue8vkZ2lPZkMzOB1jrP7Yof0O/XFuKhRBULY83ALpfN4IljJgzkWtsQ8yaMzSn1i3bcCWMw2R1cgANtZ660gTrwlrxph/nkPIfoCrfCUHmM9JmGKOGdRHsJABdF6bLSCO4CfWe4yx3v843uVy+Qy7Hv7vOYjOtoZx/Hgsikq3DP9vN77UIJzYuhb2bsB1jPigYZRK0B5ATUClobaKtqtmuwYxb+xhTHAweFBgYrECSRUQWyMVxOaFa8tbcXMLwjK7zlUZpIzliWerEZ5E5q8MB9O2RzzF7wx8ny+o7o5yBuyxAgCErraxagtXDCtALYVR+jDpAUdFvH9wG8I01lAUchk4qaK1bqwrAdQK6FChs1x10mIuI8GpBgu5LAu6dUiCgnHqwHfeA0oDU5vB9YxXrxWHUSBSUSrAjwvGZN0p50UwXwSnxxmnxxmP9xc8ngYEDWN4RAsFFXJXEOsvejoNsDuEEHt6qyZGWMyqblns53weOF8U57N4V09rcb90oA/3pFZzScFaimmAU8KtRhXTtMPch+8zy7oMtaDPPisIhUy6NAgYpdgJLIqwPerMPUereATYtQLh4tKiOtnxWOEuJ4K2m+AEOlCa/bu4/ebcoWAMZjCJa/EbxL24ATLhuwrW4mA7BcDV7q1naVpz3RtM5mJfeuZQ4gJ32y6+n8CM+Xw2tl4EGII+L+7UQgAqyuRNPcQQfm2T7X8ohmcyWIF6OPgHqVmM9j7W9zaIV8lMIdsTwlgDr6GKub9YFL6ML94I4JoL7QK4BqANILzf71d5RLYgjNdlsJG/5LfFf1mmEKA3gHuMAMkZlMXxcsHZVld7Pp9Xtjdrc4EryM/NfALg7Ha7FTRtGdH4CRB0Op0wTdMK4OK1zwUMMQJw5SYvEeB873vfA3C1Dfzggw/WVvO11rV4s5SyerpHUef79+/x+Pj4BPjnOQcIi+Y38fdcrAjgCQiPc2Rpy3Nt7rfXmBno+Ht4mOc5bTtYZv13Brj58Zx9yEx47IXQgEewEvOJoCa75sTe2erBs0wl1iWCxG32YJsZCbeZOFc8HtecmfK4L6HxjuAjnIpiZFkVcA0I4pzx3MPhsF4zEa1ypTh/vu85QIig6vOOLzUIPy8DOwKITGMqI4CyokIwqxViqpqnscIkC1BzYZAupu82FbA1uBnGtkZrd13EiuYcxHQ13S9Ftp+s5bc1m7EotBRj8UwqYFpkUxsY9U1uTWfoHCZFAIGGAZHIvosCS4DrYs1bVoUJmeTG/MYZCtces0txQociCvY29kIEYKAUrI13bG3MiSSkHKACc8UwTfMQRSkChnVgRPhBM+M8C773XrH/7oK6m9EFuOsN1tGSQVwBAkotGEPBlUG1gGqBFgbYAyD3v7PN7Z7UbA1iNObq2u0hdn9tCU0yY8z3wLwYAz7PZqEYTZyWruiDMcS14x4gibuwiEsd8rp0VVAxwAoAYDL3j2H3i5lM2qLq+wKrBCQGOatvQZ5fi1ybA8X9jC1RKmPa+5cZm1e9wFxYVk90utYZKIIVVojMABWE87ntfVrlJ+ZYaRfN3oBIvPnQ+sGsauy1mpUgyARR615lEzWNZYGMYSkFscyQaHyR28lkLVYFtC+moScrbuZSQcMa+VzzHiHVsT3MpYJbtSwQqReWwoJTsb06LzNexsv4oo0Mfrc66gA8AZizPCWen32pM6DLzW9yd77MBuYU/xbEZ4CYgVWWMWzT61vNcPwtX0MGUPl5WcO+BeJZF5wDgXzezFTHXDPrH+ztc+x9FGjudjvs93uIyKoPzw1mwp86F1RmVjTAdf5vBuJbqVC+vpz9yP8NVjY7o2SZ0FYPnhnfLfjN5wuGPO+5fK/yvYzftz/PSUQim3E8Hj+j8c6a9LxueT9m5jzvmRz0bffJNmjYBoaZtc7zjaAtjpdrB56z0szZgwg88nsxBy35eZElyOuUMw+fd3zWd+i3Gf/5P/9n/OW//Jfx4z/+4yAi/Pt//++fPK6q+Ef/6B/hx3/8x3E4HPCn//Sfxn//7//9yXMulwv+zt/5O/ja176Gm5sb/JW/8lfwG7/xGz/sVNx2bgDDWGsr5hKoClgtvV+LolaAyVLnI54jcKBhMoRQATNfLQLD3m5e+nqu7mAvWNcej3VBH+KSE5N5QIzhNhTiTDuZA4axfF6oVswRAwGeiax9fWErqnRGEMyg4kxnkmysAQGefkBFq/WrHMXWKRr5XDf3VQfexVrSD41zmORFvIMnOwAMCccQxWkWfPJ+4Lsfz/jeJzPev5vx+LDgfF6wzN0b7hhI41qw2zccjhNubne4e9Vwd1dxe1dxe9twPFbsDxW7fcNu19Cm+uT6bJOryTn6QO8Dy2xM+DwPzJeBy6Vjvgxjwbsz4a4NNyvCq0772sH06ZqAYB7acV4Hk7aLQioDdJHVlUU8SqB4hadWzKveP1A1ORKka4oOn60AU2PUavszfswlZ7tfHcDDgj0mReH4EdQiIBJL90CgOiAy0PuC4V9qwwsgxedKpICIWQCOAR0d6B06OrR3yNIx5tncfXqH9GE/Q9fri0oH/9UDRPGA0GRk7Hue2QKIAkVl/zL27AGc/bYLVQsM4ZKu3jF6x3hhwl8GvljfSwBWcJVB7lZr+xxrmsFXBmEAngDgAOEB5iLd/hy4++2AXj7PlonMjg95HlvNb2YEY44Z8AFYwVsG0FspQQCY7VqFfCKD8bwWeV5bFvqTTz7Bd77zHXz88cf49NNPcX9//xkmOtjx/X6Pm5sbvHr1Cm/evMGrV6/Wn3A/ORwOa/ZiqxsO0BdrvQXe3+8ebQHz9t5sXWS2IDSvefyedeZxnAy885rH355b+7iHkWHJwDnm8lxmJYPy5wKY7dqF9Kev303jyXyyDj1r7LNEaZtZeK7RUN47sa+yw0ne81lClYOTHGjmkef2eccPzYQ/PDzgj/7RP4q/+Tf/Jv7aX/trn3n8F37hF/DP//k/x7e+9S384T/8h/FP/sk/wZ//838e/+N//A/c3d0BAH72Z38W/+E//Af8u3/37/DVr34VP/dzP4e/9Jf+En71V3/1h7J2WbrJFCwBrrAeJ+JsHTkIh4MdAyJDCDQIqAaklmF+4uyMumlfZWXa+hhQNqaWibB0BdQ8n8ldVkZXqANFYoIOhQiZO4eI2w7ymsoHV0SlXzCbXIC+uCbXGWEmcrcOOzi7DSKpp6VU3d0CAGjtIPlZIOjX5p7XYxaEMwoz0F23LEToMD07BcwkV/6qsc8FzuTr9UO0D8X7R8W3vzd7x0sB88BuT2gTwMX16cSotaHVgv2+4uZYsCwFy7COkVZAaYoO9cJLheAiHSHTtlbysoJpEcWyKC6XgXnuuMwuRzkL5m5e1MaEw231jB2GbwsVcSYcCK9wA3z2fKQvCnHpyrq2cEY95gbbB+Z24t0wXdbjQpSVCS9kzweuGZKCgUqKVghd3W3GfwBg9LHa96mneELLzUwmwcKVVWcSzF3A4jUPYsx67x1aCoACVQIVs140mVNosiXIbwPFHpFFsCK9W8FzpCkAv8exFn7dEYjAZCRExZ7H5opCy7J6sbfC9v7yFRYVsAKscl11GauMaAzvIPsyfs+PL9L3EoAV/Aazmtm2+G9OgwNXV5LM6GXgmnXmGWAFsMkp/gAJ2U3iudduQcZzBXPhqJGZ4ecASQZ4WSIQr8lM4pY5j5/caTTPP+aeizG3euK8dlkvfn9/j29/+9sreGRm7Pf7ta18vC4cbMLxJEt3MuDbAtj4d5w3A+es/85SlOwLvu3OGGPLqmYwug3Stux17Kft6/KxtwHQVvIR+zhLWoLBzoFDPC/Y6yyDyYFcjO1+zdeZG+lkpjyOlc/53Ag5yDYzkffnFvzH2AaV2Xc/7Bu/3/rlAAHA764c5ad+6qfwUz/1U88+pqr4l//yX+If/sN/iL/6V/8qAOBf/+t/ja9//ev4xV/8RfzMz/wM3r59i3/1r/4V/s2/+Tf4c3/uzwEA/u2//bf45je/if/4H/8j/uJf/Iufey4EA1R9MGQMTA3G9pKgVsZUKSzAIWQ62lFDxkHe58MLvwpBZEDUgEixqi80t0GshcFsumJjLg1fjCHeqRNXwESEMWYQm6OFqhW5GantHs0E060EwC4Fuz1DtENgwJ2LmiTEgSfBAK11ybQhnt6HwWPrUuhWhoCYX3hrqNXmwrcNDw8LSjVLQoZAG6ETmbJggflpe1dQ8nmbFeAAs2AqBVQaFvGNqooFBR89AF07Hs8D87ygVmBqhFYrpgbUXcXhMGFqbo0ni0mE3LWkd8X5vOB87iuA7r1jXOxxc4HxvSYGxHtXPJ6sc+IqQ7kI5kXQtaAnz3BR8cYxkYYVB9/xuDO38eZV2x+xt7UPwF1AFGT66VpQQMZYu6PJgFhg54ERg9CaOXoUduBIYm4mjlPHAnAVjLmjnxcstYHaAcQCLoIGk90UUmtCVa0oU9vkGQvzAt/vgAObzGMewIIFu0qmdx8K4h3artp622aB9oHumveYUHiYh+MPFTUtlgenOsTWolh9QmGrxYDfo9IKRJy9gTPfBHBtoJLcDpihXlRayUM/CV/7AS2KLt54CAS5DLQyYB9dDbvd4XN/XryM//+OL9L3UozMikbBXnyhh41ffJEHcMhSAuBqd7ZN1eemJMHaba3nQmIRxX1xzAD7eQ4xrxgZjNdacVhrN3R9PIPBbeEacGWm4x5sJREhcYj16L3j8fHxCWjb7/crYI3z5usMcBVrE+sSgC7mc39/j9/8zd9cGfB4Xvi5h9Riq3+OgGVZFpxOJzw+Pj4B0FG8GWsV6xz3/nw+4/Hx8TNM+HOuKLFO+T5lQB+P570Qf4uALdY29lzswwzyc2AU9zf7YW9lHuFQE6x+3nNjjNXiMY4Z583HjHsdPuCh0873KljorMGf5/kzjj9bqVAGzLGecV0RBGQAHueMNc+dL7dBY8w/y8Di8XhfRvHo+Xxer/25bML3G7+jmvBf+7Vfw4cffoi/8Bf+wvq33W6HP/Wn/hR+5Vd+BT/zMz+DX/3VX8WyLE+e8+M//uP4I3/kj+BXfuVXnv2wi40b4927dwCsvTUTQ4lxnt1lQqxIskzmyEDVGOQKwmUBiutxCxNO545SGZeoSq+E/d43ojLqziUgxLB0voH77uwbidsVqqf1rbsOqFbUwi51uGqQJ25gNR33GMP15w1cKnQZIBmorZg3crUCUh3WwJ3IPaK1m++yFwYGCIKahIT7BaUQrKmQRa2NrXgPhcCHCbg9o5AxqUMY7Vihp4E6ijH4s6yAjEMm0Br6YhZ1pEAZw0AmAWYVN+GyzPjkwVjnZREUesTUCpiLNUeaJoTNo2m+J+tm6uzw0gUi3iEzWGgxjb7oVYbRe3SIM9BthZiCy0Uxz+oyFEUfi9kWjgFVNms9j4BkKC4zMHdgEW9lw2QNczRkER4ls3t5x4csFdfQL27jZ9aAYAK7fGTAzkeiKK2u7DcQxVMNrZilpo7Z3olKdpxCqNWCKXGf8YEC7h2tVbO21A6aJigPhIyEC2PCwOiCRRSLAKU11GqgmQhotYLUsyJDTedOxbNB9l6BAkq81kpABKN3i/hQwIUg4swe3FlGBoZ48VIpUBooU8UUH5hCGPDGUwpMrXi2pVphawceutVWXPcHg1Gd7fYiTR7uimRz8YrWl/Eyvu/43fpeAr7/d1P+8g9GPL7Awz0iyzxy8Rgzr4WQGVweDocnxWQBQuMLP86RwXywh8Hgbrv9BasZzhUZyIRlYmjPAyyHHjbYvhwoZHCTJQfxWPb8jmuN9Toej7i7u1uvaYyBw+Gwrpnq1cUirjHmEvdgq8WNuc3zjHfv3q0uJcxXh5RcfBhzys4ZEcwEsx3XE+Ass6lx/XGex8fHlQEPb+rn5BJ5hIwle6HHeXImZbt+sVfi/m2vI7PAAea3wWBeswC30VQns9r5fLGHIrMA4IlUJwK0CKBi7SJLFPPP/87zj/NuGfa4D3kNSylPsic5MIr3UeynbfYm7vNut1tfG+t0uVyeOLXkYtPsz7/NKH2e8TsKwj/88EMAwNe//vUnf//617+OX//1X1+fM00TvvKVr3zmOfH67fin//Sf4h//43/8mb8TxWa0dPnSzUWhcjRsEZTiGXPxiHAhlCKQKt4BUlf2k6msGlkDNrRqoI2xLg7GYEDFNcXDTSKs6Q+vPtIgXr2kw2w7zmX0PKAwJjn+V9S6Bxau4FJMGjAGQNaFcgQLTmT9ZIK1d8DEXFGrBSfkLhkVznizgAZhJms6o06Wk3jxKa62j5W9EA6uAWdFKAxW5xg4AbxKHRQdwGkBPr1XfPjRwGF/AohRSkXbzZADQysjTDyYYeDYGVhVr/UbrvtexNhaLxQUhbHcfVjXzcXZ7/PAxQG46fOdAVe7DwRaXz/cKWUZWBv4dIlyRt9XjvjH2o7e1pIo1lpdehNpDWfM4R/iIHMVUXNvAfte86CCCOs1rekxDZkPIEPQ9g2sNu8iCjRCYf8gVoAgmEhWGVIpigrz1xZYwW4t4s2JABFj8UvhtQhSyCwMyRtW2Q0JoYztXaoWSEUQBAVQxJRVBBTyYs94PhUICCUkUt4MSJZrqtOa+JiefAigGt3zaN1XBG/YQ9VsDdlqCgrsWnofeHh4fPYz42W8jBi/W99LwPf/bsps3bY4bKv73mqJcwfIABcZTMcxc+fLOGcAo3zM7THi3znVn1nV+O9WGhDnyKx3Buxx3KwPz0AnM64ZPMb1ZHlM1jdnwB1zyPKTAMh5LfJaxVxD7vL27Vt8+OGHK8AP4HVzc7NeW8w9A9+YZ2bHt9KQAM+h+c4APDTgWzlQ9vsOhj1rmbdFjfleb4F5yG3ynLf7Ms83A+kIKvLvWZqS9dgRtOX7/xzAj3sW+yPvvxy4xbXnQuXtNeRgIq4zPz/Ova1RyPs/HzM/nu9lZFDiXuX3YZwjy3biXLEGcbzPO35X3FG2i/fcgm7HD3rOP/gH/wB/9+/+3fX3d+/e4Zvf/CYAS/l7Ph5LV1ABlK2Q0ECPPdwXOJvKWBbzDYcvmMmABUUI8+JuEf4/axSiqybVrOYcgMI1yd3Ao4F2dlANeDtDAzjgFbhfVa/+AaMGpEQJLGIVkmx6Xx0ECRlAY+9lb2cnvSomDD+xg5VyBYulori8QMn8wSFqzYFC39EHMEIKrS4vABp5h0cyH2vxpS6OxsRiA1uHMQzUw6QDDxfFd94qdu0CrgWtVUy7ipujMfxEDCoAhCAaDjPRWMc7XPrfDDirFb4KWeHlvGBZTA8+z7p6ghsDboGRKrzAz2wb1YF5H8AyyJoOecOj7k5+od0mguvP0yKzC7BhtQMVln3oHlPBn0rE0QvJnVa8JsD3eXRmtWaoanULoDVAMKZf0Y4MUAEGwLoAlUHkCnRisA5MbtloGRHrruofc/YBDyu07d4h1SRFtveVbB+wa9Xj/jEKVD344WKSmjCJUS/0LRMKK5jEAwUrJl61/MMDTk+dDIGB8KlYI55lWJGnS3wA88WHz4UAy/gUmJSF2ZpJFQYNu8fzMvB4emlb/zI+3/id/l4CfvB3E3BlKrPbSQbhAdzii33LsgFPm5Zsx7aRzRYwZk1vlivk12znlV+frz+z2THfYDa3Kf6tpCHrg/PaZLY+HzdrurOcYiuliJ+tvjzfv1zUGBKR733ve6sUJrytb29v17XPbG8GxlsmO2uZRWQF21sQnv3At9cT88q68wx4t2A4r20GpHldt8FB/OT1z4WU+fEsXcpBYwamx+PxyTxi3+b5BWue5SAZYOegJcua8j2MYCMHWHlPxTni8dhHeU/E37Z7PDPgy7Ks9pi5YDbOkwOhLGPZBpU5kPq843cUhH/jG98AYKzCj/3Yj61//853vrOyEN/4xjcwzzM++eSTJ6zDd77zHfzJP/knnz3ubrdbUwR5aAAciHf1AwYBLIQSSNfBhbpTibJinq1xTNzoPgRDFeUMTDvGfteggBdlEmqLjUhupVdct21dAMfwtIeaQwoKo7B3cJSB6FxpAJnXQkXT5ALE1slTZoXMHcsYkGVGr8115oBqwXgEwoBOnVynwlgcxHMlyKUDtPhFW/v4Q1OTucCA7dyN2Y6Cz0UZZjtojY0qFwN3JilHLQpBR/fMQ3QqJQCLqDmwiJrLC5k8QgC8OwO/8THQ9YI+m65+vzNt+a4XlMogNhu7ZRmYLwtOjzOWuWMMXTXavSvmeeAyD8yL4nSy584XMSDu3t+LGXnA7CJxLaMk7y4qA32Iy08A41ppNcnjSMsRnL297jEAILVAQJlQGailAMKYZ9eJ2a70gkX/UCRCLdZBFGrZGekdpIoCtj2k7l0+A6MqZLZZ9VkBB9ZW+VsgXC3bUwgVs9k5NttPGIKLFixi7DcXgaKga8WA1UqoLh4EeDEmW+qhKzA6QUVdQkRBc0OLRRMiAh22b7Sr2xvKWjjKDW7kY9IuJqCPjtEVstjhhhd0MjtD8aTAnOKmWZDBFZULiop3ei1At4Lnee6Y5x8MoF7GywB+976XgO//3RRf1PHfrawAuIKAeDxkKKFZjr+LCB4eHrDf758wkKGzzcBiGzDEcQMoBijaMuQBWvJ54+/TND1pdJLlNXENDw8PnzlvltOEZCQDvtAIx/oFGMqAMgO3uObndLvxtyx1iTXfssOqisfHR3z44Yfr9YTcR0Q+0wEzwPTDw8MqS8j3LTueZPlJrNdzADvmn/dLDs7yyGB6G2Dk52Yv+sgObF068vEj2MidJ3MQFvsmmiaVUjBNJv8LEJ6vJX5yILPNmsS+y6A1g/J4f2yDg1i73GQpX2fOhAQAzteSg4FcQxGAmYieBKzbrEz8N69bHC8/L/bT1p//B43fURD+h/7QH8I3vvEN/PIv/zL+2B/7YwBsA/+n//Sf8M/+2T8DAPzxP/7H0VrDL//yL+Onf/qnAQC/9Vu/hf/23/4bfuEXfuGHOt/qcqG6fperWMORYnJXqMsr1Fr0QXRAOkI9gDqxsZldcD51XC4F40hozeQeCivqFAKslK57t0a3jFPr6EgML1gbQKnuxOGSEYTrxipJxnAArrD5QggyOkorVoAmA7qoARhndWsnoNEKTokZWCytzywokxX2XdURArp0SBNMk3up9gFt7B0OCTIIYzF5ANS6jpLIyrJHIeTsjHcBUMmK6C7q9oiqkNFBLfS5Zl3YFXh7KVg+Hng4n617JgFf+cqEm5uG3b6AuGAMc/7oy8Dp3K0rqFsLXuaB02nB42PHJbTfXoAp4nppZWe/DXwiLp9gHt59oA/zNO+D0JUh1LDogBBAbu3HDtZVFX10A7BdPMvgTXxkQMWaJxEYVMpqJ0jQVYq0vmFhvtuiLnax9AaG33ceLn2p5mGuSigomG5v1tcYiz48feJM+AAWBWi4Dk2Meu8w5xQiewOImvRH3XqztgYlgXUFCkmQBVEFgJICHNciGONiQB3qTDqgvZt9octnVCwA5EVQJ9eoiPms29YmKxAmAkrxABcY3dbeAhe1jI96IbAKSAStFasJEAcRFIW3FrjQZ12iXsbLeDJ+1N9LMZ4DTZnZfI7xy7KGXLQWX+yh0c0peAAraIhzxHlCEhAgMIBxZgpjPjGnAOCZKQwwFgAlWzAGgxna4QBTwZpGsBC695j35XJBa23tNBj/jbmPMdZrDqlEjMxMZvAUACnAfA4+Yq1z8d63v/3tVX9PRPjqV7+K29tbHA6HJ0WCAbAzox1Flw8PDzidTp8B35nN3wLFLC8Kdj7LSzK4zfsoy1O2TG2WdgBPmznFfY5jbDML+VyZ+Y7n5zW/u7t7ch2ZYc+Zh+cKQ7f7Pu/D0JHnICvPK/ZozDGCtnxNzzV2ij2/2+3WPbrVkUfwENeZg8Es6wrgnTXw8TgRPbn/n3f80CD8/v4e//N//s/191/7tV/Df/2v/xUffPAB/sAf+AP42Z/9Wfz8z/88fuInfgI/8RM/gZ//+Z/H8XjEX//rfx0A8Pr1a/ytv/W38HM/93P46le/ig8++AB/7+/9PfzkT/7kWpX+eYe484WSWgdCIHQeEFGUBkRjGSUFVxgrLSZNALywEg7SWSDDmE1VRmuEwmbeZqAumuBcASpVF6q4gwhRgTJcYwsHLoouwyQKapoDV4t4G3i70YULoqELRQQA18UNhRY2UKXOhoupFcrUzHu5AoSK0pprd027XSvQHITrpLjsLhCZvXW6tXmvXpwHBbrLRKwdumAeVuTHMElKByBMWNRdNwAoM4aIyYF0jQKwDODRGcv/9eGMOj3ifO54/cp8weuumo7bdd6X2Z1NurHcl1nweOp4PPXVAeUyG8i3N7YBveE+5Ou9gbPjQzEvimUQ5m7yEYeYAFvGxD4PrpoyY78p+YGH9Z+usiEBmZf6GGvnVMAaKil4tT1U9S9INna5uDZ8LMY+FzXw2wVYVNG84Fb6gmV1KDFXlFZMHgQx6dUAMC4CFgZVeAt7rEW7BRY8hs38ENujogbomU3rLb27FsUsL0UXl11drTdNJhKMjFgQius+1E7gRpYFGAJyC0zy6wNM3mPZm2KqelpCr2NWi40BdydiWBaGi0uvbFUxhqAVYFTLDBB9qfuNvYzfofFF+l4Cnko3tsAjNLQZSEc6PwOpnEIPQBgWfllvG2PLggfDmQFG/J7nuNWRx1wzO7sF7Pk6A+RmcBdzDl/pAC8ZmAFY3UniuW/fvn3S8TBcP7LNY7w25r7NMjzHOAfozmsV6/nu3Tv8r//1vzBNE06n0+oPvtvt1iAgnFAyCL9cLnh4eHiW/c4a5eeKL7OPeBw/B1XP6bqztCSOHc/d1hBkYJjvV16/DJjz/ssym+x4k5nmrRQo75nMdmemPc8vpEdb5jv2Xy7kzHKaHMA+J5WKtY0R6x/uRFt9/Zbtzux2zCtniPK9yfKu2I9xvZEx+Dzjh/4G+y//5b/gz/yZP7P+Hnq4v/E3/ga+9a1v4e///b+P0+mEv/23/zY++eQT/Ik/8SfwS7/0S6sXKwD8i3/xL1BrxU//9E/jdDrhz/7ZP4tvfetbP1RFKeBAyUS4pr0md2rwgklQFJjZv1uFfeELIGZ4glLtvwRCA+Fh9qJAVqBGoSWtzPk6aM2aryl0IoJX69mc1I6taliDVE07y8HcU2AfDBWU6qk0f20U3BEbmOZaUFpbiwTBALGiluqOKCYdaDvfAGpWdYWB0jxlJ0Dd7zDPA9IVw3XpXE3HDFJj/mFgc4gzwKYUBvxaoMaOdzUJuwU6AidkTU/t/1Zn1b/zdmD/nQVLV5xOHa9OHftjW5v5jG7e3stiTim9Ky6z4jzbf835BFiWa3MZu7tXy0bFVd4xu/TmsngjonFtAqMqqBYVuWW7AVh4wBYFguzFr8QOZmGFky6CsjV2sEwAOqzYUT14ivlA9NopFbGmxhIr2Tp2BUiuRcVQRpSLKgUANlnV6AotBd0JclILKEUsgCOXuVgw4EU4vmJD1eQd7JaJEhIau5G1VChc46/mvEK+EPZ8k/AwAPECXcsLMEjMypGK1ycUl/VATW1eGaUW/1FI9yZbw5n2IYH6AVu2tSaByNz+W7Ng1AKKH+oj42X8/3R8kb6XgKdAZ6tTBq4MYv6Sz8ApAEp+3fl8/kwh3HOaYOCzvshb7XSAnfj3c1ru5zTHeT4BQlT1CfDIrGWk7QPkh/QkBx85IIl27MFuZz1vBj0ZQMbIGuetljwez8WrGRx//PHHOB6PmOcZ9/f3a4v77FISjif5vyEfikxFbtAUI885a5CDYc/gMOYXQU1cS95T23v8HNAOwPrc3tsC+bxGeU/ldcvrm8Hwdv/EWmUnlG0GJgPcbUCRQXaWIcVj+/3+yb7MQcDWqSaOm4F2tkKM6431CQAdAW5kKWLfhNxnC9xjDiKyMu0/DBNOmlf7SzLevXuH169f4yf/z/8LU7OOiqKCVqy5i0JQquJwIJgO1vDF7U3Bae7GJhMDItg1hjg6qaL4rU8E+13DNDGmxrh5s78y27DU/RiOrp05XBISUADaxduIe/HdAJYRESCjtAL0YeCPaMXrTIw2WSGctXivALOBlC7YHXdoN/sV8FljoAW1FhRmk0foYmCeLdVvpXIG/I2ZJNx/9x73H73H5XHGchlYHmfsuaLKAA3zl+5dcVmsI6TKANcKCh2PEoQKLkNXH+4hitYYVAwwXX3NYYwlM477gg9uKz64BV7fEF7fMW5vrAgwijKXQVgWce9wtxvU4gGBacfHAKDD5UBAqWaBMzTYb7NJPM1ulyg2h8xM6eiYnLkdouhivtmzO6uomAVmH6b9J3e6UQCXoS41KnCMbhkVAk7LMC/yYdegIHCdAFLUwqb9HwOXpWNq5mU/FcskdBDaseHmgz0Od3twq2COe2h6bB3qHVkJfJzQ2YshiW3/q1kicjXtvUqHjGGyJrE9jd5R+apVn88Lerf1JBUcXt1aYOSZkkK2Z2spYCL0peMyLxaMOHgvFSi1Amr2gXUqaPvJ9q8S+mKZntoqdruKaaqQvmAsw4pql4E+C/o8eyMfc5ipTGi7ZhkAHRAV7Btj7oTLDLy9X/BL//cv4e3bt3j16tWP6iPoZbyMZ8f63fSTP/kEcG49uLeFbbe3tzifz08YwZCjxHM++ugj7Pd7tNaw3+/x5s2bz8gJntMA55EBVbDFwWwGIN7KO+LYYeuW5R1xnJubG9zc3Dy5xsz4B2jZdiLMxwdMg//d7353lXg8Pj6uNnoB6KLoces4E9cbet8At2OMtQgz1nLLeh6Px7VL5t3dHd68eYPb29sVUGUgHseMgtqYV7YUDMC61VsH+D6fz+vz85rGv7PWP86f27HH2m/XcduwKYPUDPgDBEdmIuwCs+Y/a7pVFcfjEV/96lfx6tWrVTqyZaLj2IfD4Qn4z9aFOeOTf6ZpWj3J4ycaG8V837x580QKFfUG8b0egVE8P0uyYux2O+z3+3UekW2JAt3dbvdkn8VP1DRk+Ur2lY8gc1kWvH//Hr/4i7/4ub6XvtS5XBkKKbBCQQQhbrBIVUA8YSwzoMPs/RaTR9QGHPYMwQ40BkjMPeXT0wCRYL+v2E2MaGEvi6C2iqk1gCoe5nv3eKZVp9tdM81QDFVoiINN1ItSTQtbKqM1Rh8DJdhKMY/n3c0ByzxDR0fbFUDZukeKeYEzAHl4MDMJJkgtMHWNgkoFTwWFG2qztN/UKiDD9OqSmNTyiIuzzGb3TFiEoAMoDvR6N3AN9cYNMvB4cZ17YdRibOhQC0KGAGVYkCFqkg5rpW5zJWZ0JXx8L3h7YezfAndTx5tjR2X/ogEgVKHSEf6LVmBoIY8IMIZrCkMYj3BOARZhLAM4z4plmAe6rEJ807u3QiiFgVqxnyqshfsAD2f52ZrKKAB0hdaA2a7YADAVK6hUGAPd1QB8MN8AoFTc2noVY6z/U7WizsLuy022L1GuTHnZFYxuLiKqCq4ELAD1YVkGLpjPA6iexSjWrElFIYsC4iw0ikt3hgVRi4JQoV0wFmOsT+8v/mFtmaH5/gxRd6oZirIzf3ftA8NTIRyFzuLabN+Hdk2WcaE+A9zsfGgYwthNR4CBfhluf0nY7wpaK5ibQHa87vVCALUJy2zBAIMxAJw6W2bD29i/jJfxRRuZAQSeMsgh1ZjnGQBWz+1Imx+PRwBX5nZZFtzf3wMADofDCoYBrK4O2dM7GGgi+ozMIYP6AFG5uUoUXGZ5SikFt7e3a5OZKA4NJjmu7eHh4QkrGXPMKfpSytryPTPSmXGPQscAtNk9Y+utHQA8/Luz9CaD2MyKZxY3M6jv37/H6XTCRx99hMPhgLu7uyda5yyXiLUMxjqA8lWyp+vcY75RxJnnn5n5AOG11idNinIRY/w7MiYx4nzZKjKv2ZYZf07uEmsTwDsX8WYQG3OLdQ2pUAQezIzT6fTEPST2InB1Tcn3KMBwXrNaK96+ffskQHz37t3KaOe9mCVKOUuSWfSckdlKhiLojf0X84y9Os/zCrjjJwqW8/1+LhPy240vNQg3RGmWclBjnWtjcDFgJqOD2QrrSgGkECZm7PaMaUf46NMOlgF2DTAVoBZgjI5lIVQCztKBYrIAa2bSoTrQB0GETQIiBMCqJ02OaxoVUdMuDxmAN3iRRTCG6729wUph8/++LN7JrDCOVbD0BUIFYLM+NOPuimWIyRGGBRcEgWo3yr0ArUyAdPPY1gXEda1gkzHAU0VpFaV20BBIsTy/yUoscqjVCv+s8NHkAqIGqisGSIxhr6RQMka8iwJLt9pDclmHGBiHv3GoFiyLtRxfBmNWYCL3HicFl2GWjeStygnol3mVHUQTIfO9tvUVJczDZBZDCUMLhhmgh2gEtZien1wf1FoxmYYMC5hsddDKFd8rCagTFlE/v2UolD0NK4Jp18Ah2VHrjKqiALsbTV9WsE3KxmCrYh7D/OCJ0YVNilIrBjd0NJzPHZXtcWbLKKgOD44M6tfGpvlWtQjFGweFpR8roV9mjGXB8AZPUhgkixff2v5TtuZF9k4q0K62rzXunzHe50s3TfaOvQmSZRFEFP0M8CSYpgZuBafTwOWi4IlARTGwYGoF54cZrRRzYKls70t1zX2tFlQOxQBbEyEUDOpeu8HQMWMZ3nxJTDL1Ml7GF23kL+IADfElHyAgu0kE03w4HLDf7/Hxxx8/kbRkXXSAqCzVyKArp+q3spKtDWB2EMlMZgbSIvIkYAjGMj8ngFYcc1mWJ90DAzTd3NysgCtLDwCsbOhut1vdOJ5rApSZ7wC0GWAGIMqZhrjOrZ49yxTyOmxdPOLasw45CvG2YoKsqY5jx33Jkpn4bzQiipGB/VYSlOsItusSzHjsg+ykk2UkMf8A11n2EYx5XssINmKvPT4+Ptm7OSsS92K/3z+5F5mRjuPkjEY8nuca54jrjP2fAXzM/eHhYS2W3DrRROHtfr/HbrdbNfyRHQkG+/379yu7va3ZiHNmmUneCxFM5v34eceXG4QDyGJt0416ExLAJBEcbdfNXrCEpGARnC+mXyjMKETgYlaBUIF0YAHAArRdENomGmaEThXepMZBp2t9mQhAsbmw64uZLXVvEzW9dwFKfICpy0Vg820FAAlmdblMfKC4Prm4zr24zMRNvo0hh2I4603OzhN7tCYdtSjqjtFPDJ3Ne3kMb0zTDYS7p4yvsP27FvMPr+yOLvDjk805gg6rUTU6WRWQYW4rEMtaSOiqHcDtq6KxdZRkl0Sskhu6umwA1zbq1srcPMnBBfMYqzZccV1HXzW4YgUhITK5UOo26e3ggxwwXEuYXVcd5Hs8GB7iMgZAdX2N+nmHRldT3zNk+8oCNvjaWMEtWO0eu9zmfLpY8eKuXusdYP7cIa0iDfDNrk+HMe/OYIsQSLzKXr20mHx/eqCFSCeSgos3IlLbD9eUrU83fcDKgMliVH3LWYHuum6rxlvXcysbi63SQRhgKlBh75hKBqphdpUg75gKc3dZ2QdVlGDORCALMF8+v/buZbyM/x0jg7acis+ab6Jrx8CwxAugHkApwFkwhgEstrrfLYAC8ATYxHMykMrgItjLDNAyA5hdJJ671syG57nlOWU9cAaBIQsIoB/BRg4EYmQQlv2at3rhbdFifk4GxQH4smY5gGMOaPI1PXfcLYjfFmbm9QCe2lbGfGNtM3OdwWdkPXKglu9z3J9tcJZ/z/PZAvT4rI+/RxHrw8PDClTz/t3qtLdrs71v+fhx3duiyVjPfA+z20sElDkY2brQ5OPmQHMb3OS55gAxPy/fs7zmeZ8F+N/Kwn7Q+FKDcKIryGJe8cq1GFOvTXZMc23P611x6dbgZXSgVmBqhEMtaDv1tvAGEAFjMZnXniKuWbWTje5yEHA0PAR7Yxsi05CDFKWQdWJBuFIA3PzY5CyfIXmUIijVpDVnZWC4kKEamGeOLpbeIMUE4C4nYJeoBBg1mYKBRtMQFFa0XUGfGHK253SStZGNqqISVv9n82z2YIXtmnqHSQ7IihdrxepY4vGEBT7BrnvzFxkOlcmY7KUPYMdAs6BERU1hEDdXDTx2fy8zMRTWtKcP63ZZq/m2Bzq19TQv6pApFbZjE3kABTWtO2HVsVvGxG6yyXfIACVjLfYE+VrCCwX7AFX/MFCx2oRWIIt3w2TyfelhjRrLTOSAVSWSKJAxILNC0VHrHpUBZTJXHcGqSbd7Ev/yfSPmUjL8YKoKVrNFKQVXVxZvC09k+64WwhgCLrRmGUq1BlTMJt3RkDLhaXAFmAUnKUGLf8GrWUWy3aw1MKRSzKoQA6IDyzJMAkXmJgMqYK4oxd8zUdELe+NFnMligZp0wpgV8/npF/PLeBlfhJEZ1AxI4/f8WDw/UvbzPON0Oq3sefxk+74MAAIExHG2HuP5vLkILR7LziM59R/AAriCrHgsu01kRjwDy8zSZ8Z0C84ySxsSgNPptEoatsAmwHJew+zbnK37Yj0yw5/BKHAFqxmohjb6eDyujOlzwCqDvJyFyNmOPNdceJn/tg2kctYig7x4LLPOmcnPa7J1rQnJRYD37X7MAUYG5bH2UbQaAU9+fHud23sb67xlunOgl/dgvm9538R9iP20fV0OBLIsKb8nYs3z3ox/R7CXMxP5/bu9zizTyUHmNmD8QeNLDcINzHh07oWIwRRGQxtzqQBoKKqzr3MHHi+ALL4J1ZwdChMOh4blbJ7VQwe4Fai3opduzKmB32rgF6ajtWx5gXABxuJOIld7QSqEKSQVDoy4AFyigU8DW97fgoWpoBXG3cFYY4aiNEZrFQWCioFWAeKCSzdnD2ZxWUcBiCEw9t3xUlDoaPsJbQ/0vUDPizlydMLCZj841H6KRzTi8odmEnRjsUGm1RaznG5kkg97rtnSMRtjbcO7N/bhWQRyuYgx0PtGOOzseHMPW0gDiIA3R1I4kCsmkYlolxSVdc00sKHJq4SoFNRqnujmHBIUOXvwpisDznTVnluR6LDYRYBOFgyJy1dC3y1jwBxGLNgQZWue5GXCK1BmY5Y9loMqMITMRpNsfzErtFVAzQGFitjjzCZ1qQQU29doDW2yNI3qgA7XD3pRbCmEqQKs4bNtTjF98Y2oimX2pVAHviCcHhe0qaE2+7CdL90ZfHsvLSuQ5xWQ1xIRseci2Ip0IyquCrTCZg06vGBZCJehEGfHd5Pg8JWdNTDyTqrgAla7KbJ0XE4XYB4QITtW+rB8GS/jizIyaMqAK4BIjMxkBgAIAJ5HKQU3NzerDV7ox7cAJktD4vcMkDMrmBn5kI7E8/NPAKJgB8MfOZwqAKy69Pg+zkWGWXaSwWZce/wtrudwOKyWfyFvyQAnBzgBoHPRZVxHPnYAugzOMwsOXK33tvcwCvmy7hu4Bjk5gIjrimvLkprtvoj1zXPb3rt4XoDWLHUJ/X8+13ZvZY/ymGsG89ssTQSC+ZoyEA8HnFiHmG9kDWJtQraU5T758ch45MxBuMvE3EMWk2VBDw8Pq1wkmghlwJzfB3ENW/17fk/EiILkrJ8P3XtIhr761a8+ee9kJn5ZltVHPu7P5x1fahBODm4iMGmtAt7Wu0wVXa1RS0gTuJhvcu+AepMULg21mktEKYRpKijCkFIgrKDaAGdezSBbMd0eoNwgYFBlsw8kAhVznIBUqHozHzHgUqdragNg14JfWXpVk1eAzOJujGINWABAhxWmVUaXAuXqBKFJB6AKEjONU/ddJCW3RHQESRWg4pKABVwJZTLdi54XlDahNAUtugJ2UQKJospwyzzzpha1x5gMfCmA4k1uhO1ayMhNtGK6XXX2WIM6JwKToJaCyoz9jvDmzu6R+YCT/zDmRdHlakc3hssg2FIPrRCoqjOqQb56b9Fg6lvBYBfasDMYwRIXA5Tq4LUPs0EcAvfaVlQGpqHoxBaABZvjshQLBE3vPbWGuQ+7F0Yfm9UkmYylNkbpV/xIRGhsEqVSGFMrqMWCO3I2WcldQrxYGErOGHfPeuiaVaHSTHKjHZPV1JpWXnyelWy/+IKKz9Fukd1jVoUsA4SBpas7rdicmSz4Iw92MMzC0BpNXQMMGS75YYFSR20F0NmjOEIFoRTCAkYX4DIPLLPC3rF26Laze0fDADypoHIHcUGlgsvh8/uxvoyX8aMcwRRm8AJgBa/ZbzkX3MUXeLZMq7Wu2uFgBjPoixT67e3tE/AGXIFfBg35J46bAVIGKDEv4MqwBoDNIDSDtiy9idfFXGLOW8lFHCdfc2h3sw49gGf8N2cGMvDK8o2tFCcA8HOSiQBtIUXZ7XZ4/fr1KgHJoDa7tADXoCBGAOx87VvgG1rofK9i/lkXHWuf5RLba9j+nllh5mvTpLw/M0jNbij5GiKQyT+Zoc/FwnFt2wxHDpZirllKwsxPMiyZMd/e4/Bqzw2j4jx5/8Y1RoAYr8+ZkSx5yu+DXNNwuVzW4t88/3AwypmiyOZ83vGlBuGr8QUMSHR1O75gUIldX2wSkks3FnMZ1mpeRFHIul6qui1dKRCXRYhYUxWCmja2MFq116m3rQ/mHTBGHUpW5NiH4S9yGQKRFetRAWANUwL0hPH26GJa4GKShzHPqJVRyPTSYxCoFTuvKRCgvYPVGPBAviIGuCAD2geYja1ViM1riJGe3po8LPXMdo9BMpzphElKqICGwHQTwCp0IaxuINHI5xpWGANq3Si9qYu6W0rSmtubTLHbMV7dFbRGOJ0FvXsDmw60qWKINQMafWDp4vfPU5+soJpTvAFIrUAWahZ/xK5fL4w2MUbnVf5AMOCvYs46wiFfcs24n6cL1mJAdv/sbFHJRNaWfhjgLmr3lhzgw4hvFHb3Gdheq8wgsoBgKsBux+CpgMkKKMGCwgNEJs8RJfTRQ/eD6M6qY4DUHHEmEnP+8QJKhTXFacSu8regaAgjCnfjOab5H3Zsda39EwbLMhMgy5iQemzlzakIBOkD3WVIhV037nsrLNNHD+YIADEu5wGsqT/XAJEXAtPA7TRQhmAeBYvwWiPwMl7GF21kUJLZvAzaAkhlB40tGMjgdAtc4vEARltAmUFwZvfib3keAYa37DyA1TouM5fZ+SLsCOO4ARizxCGOHT8hK4j1yM4SmTHezjdAZQaK2/lug4isMY7nZhCZf89BQSkFh8MBr1+/XoOCXPiXOzDmnxwoZCcY4Brk5HsTIDVAf6xNzCUDvQzYn1vbfMysjw6WO8tu8lrkddqC+AgKso1f3jtbtjnPZXuPcmARDjABiPM150Atr+e2ODLPO0uDctYlB6x5HbbBbA4gs80lEa3FwnGt+T4HWx4BWl6L3258qUF4SBZMbwJvumIAo4uYnAIelcHs/kStmM90yljZStUAdWYb2L1IrquBsFoVaECrjDEvAAuETRiiakWfK6AO9xJyPTDUO7EETiZIFzdR8ddQsMX2pCiNtA1h2l3UBi7VAZTJMUiA6lp3pegIyVAdpr8e5syirj+W+HBnBrUK3jXIeXFY7CCcHCjFOjOBxFhkELwG1ICpNabx6yB2DpOeNOy5vqkMpIKuuuQAzG0qOBwr9hODy0BfzGZw7kAb1VrTd+uYyYWxzBE8Aab/RkQADmZNahJMNZf4MnCZxo4wqmnczV2GwALfG6ZdjxoCj1XWn2gNxH7PZs92ID4QRXwXusxk/bJQC9SuO9cHuYTHzPwqmUsPOXPPZEEfxoCyB2AeaDJJPNGCnrC5EQDFLCjFvcVDok2q3orerBGJ4qaGFWZdG/xEV9Zr1Gf/DmBOsAwQXLK0Bm5qRaCreRETRgSMDLdPZO8Wq9bEqth7M9xkCplDUSFYMEId+z2BR4FcCngwfojPupfxMn7kIwMcAKukIEsyAohmhm6rLc7gIqQIWb8ccoCQKGSAtQUwuSV3AJKcon+OFcwjg9ksqcit4TPQy6A25pQZ/8x0xnoE4MvsY6xTBozbNc6AOh7L4zlwFGB1CyTjeNM04ebmZvVozyzsbrdbwWSw4mFbl+9v1g5nGVEA/byWIX3ZykayfCgHKXFdGXTGmm4DoQxa84i55PXKv+eMTQRfeWxBb9bl5z2RrydrxDNznSUuOTAKOcs2EMlz315j/j3+lvfaNmDM2YU4T17/rA3fMu7h/HM6nT7Dmv+g8aUG4SIm3WCOojcyEE4EqOlMLXXvUbJm8BdFk27dNgApBfMiWLrgMg+cLwvUCy5rLxABdlOBXE5QZihXCE9QqhC+soWlNmipkCHQ7s1bAGi3D8gyVWhfUAo7sLVrmA7NWMBiTU3KsaEURmOgFUWvewC8Fi+OfrYGKoUNjMFAKqad63u7u3cUEJvVIeliTVmmCQUFEzH0dMFYCFwUzAWlKKCM4g3erR5RzeoQAIlAdCBxp+aMEmAwNNZrn3ILbqIgkT0wofDJ5gouFW03YX8soGoNXOoiKF0xtKB3wtIVtVqXyAsNax+vjGW+eKNSXrMjtTGgw11PyBsJeXBDhNoIRBXQcOeAdexUNQ12JVzYCmorA+IFn60UVGANrnr3IM7XggnYV8YiERDR1fqRXEoyYBIOW00wm8SGSQAhkAywdugy/L5ZRqfPaoaL7qwzhIDC1v1SzTFnwljB8zxcs8dAdZBeoZjFdPlgYCwWZAoEhQnTrqGyWwWK+ZQPMU24ehMj5gaZhxVzFtPYdyyQISjV7C/nebifPCw4qwyZZ0ws1pkVhItYwAjYPQIXlDphmipaJTRWTLuC1naQ8yMwFry620OHYDBjloJCy+/+B83LeBn/H0ZmPzMweE6nmlPjwJXlzHKL8Ji+XC44nU7rayOFH23WM+OajwlcJS4ZBAcoDsC5dW4pxZoLBfAIUJq9pANIBrgJpjwAW8w/u1tkeUnMScSs6m5vbwFgZZ5jPbKcIdZpq8/dSmBiPPd7Xu+8Tls9/H6/X685N3CJtctZiizFOJ/PT4BogMn4d8hRsnRo2w01wOE8z+v6xbzi97zX4lxbj/gs94g12uricwCWWfj8WAQdmdEPb+3YI1FQ+dy9imM9556T710OPOMeZNY69Nex3+Ic8zw/uX+x1+Me5cdjT8X15EA0r0v8PeohmHm1PAwno1evXq17Or8/f7vxpQbhBYoCaxwi6k4jakZnO2cTu1gnRYiAMFDcTs6AsQEidb34fl/RlxlzF0ud+w1vXNwjnFGnCqIBbjugNGtTrpZqJ2ZwLehqqXgik0nUSpgmhqoVKpRWwe1m1dUSE1gHIAKuDRTVeyhWEDgGxtKhy8fg/a2DSYH5aFhnR1HTv/d5BpZLilwJ3IqJ4McA9cUKAKkYK0mM8voO508/xbKkAsOxgCFw2Th2h4qHBehdIBDUAuwqcFJzKemiGH02PTE7yF3vlFdiUwV83oDLOWBR89IZY6j7vDNqMyBOs0ksRvUOmp1xvihICL17qqiYxV58hhq7cGWruQRzb77qtTJqBaADxBWq1pX07HUCRIpaFMc9QbqxyWWElqzbGpFJLCqFk4zJoRYBqgrUC2MXZ/+LA+HCAGD7ItwlYz+abzfQ9gVEAhGL/IsO7KaC3o4Q8bSNEqgCtRrIZrhkaTF3H9v0CuEB8feHEvD6YNkLctcVFDt7I7OgbAQUWGdUJfWi44KlkwWa1kcei7rkh4FKA7uqqJOC2IqXp12Bal216q0A/VIAKuhiRa/2GSsotVjxbKsYlxOUDlBUaFXM5wWld3C/gHSgaMPpsmC+VIwuAC6/458rL+Nl/E6NAAlbPXJohTP7HaAlyzDiy/9wOKzsa/wduIKDrMsNP3Lgqn/NBYIBWMLlJCQVWXKwdTsJuUkG53GsZVlwuVxWoJ4BZDwvbBcz6Artd5Zz5OLIUgrevHmDTz75ZAWUcT1ZNx3dRgPExzWEbCZLfLJLSx7PyVcArN0ZQ3oSoDkAcNy7aJoULHicN3dzjPuRgXRe43BhiTWJ4CUkGzGvWiuOx+MTOU+Azdhr8ROAOGdTMqse54/nxrrnoDHWPQPh2LtRqxABSDw31ioHF7nbaPwtBwR3d3fr3zMjnQFzvlexzwNA56xPrHnc72i0A1hNRtbQ11rXICK/P+L64p5HtiPeO1E4nK0go7NmFJh+nvGlBuGtkDFtcG1XqxA2lpaIIRhQLs56m6wDcHs4ADKKgWclyABOp+HNW0xUUY3Gw24qqJXRWgEXAjqw9A7p4oz4BGrGWpdi3RBJACvrM63sftewLHYDa2N3zVisgFLCIo8AHVaAltxNMDqwzJDzBRM3oFYjuiEgGVhMQ4EuBOJrqojUrOdIvd08BFrU8Lia7zQTcDhOuN8x+sXeWIU8nVhMZzyx6X+7KLq/ORt7ukqsyK5VwuJSkeJFrsTqTnOht3fQaTWkJrVgK6hcuuLx3PE13qE2A2TTTjDNgj5bsWQfgjqbzWIj9sJNxej+weJyHifeATGWlRz81mpFiexNmYBilo6q6L24bIUwumIJi8HRTRZRCUPkKiNRdceQa7BTYGh8cDSSCW28po6uMA93AVS9gZBLVkQUdBLw1NH2O3RRUCkYlS3DMwa4mH6biDBN1b3bFYUF+2JAXsRqHi7d2H1R7xwK4Hij2BN7QKOYqJitJsyDu7SKsYjVJcAKNBnWJdTUSHZdu50VM1d2ORTBJC7uV69iWagaFpxkAdsYHSQhy2GwWwsxM4qwMelse1e6OQUp2ft81wpIl7UWgOExxMt4GV+wkZubBDAGnnY6zIx1PB6gLoBOgJSHh4cngCXY1HAlCdATVnLAZ5nWACZbHe1+v19fE/rlzK7GcbIMALgC/GgVHsB0+3hcdwZ6WYYRI8tyAlCFDCRcMLJMIQDUlgHPDX4CSF0ulyeymRwsZNZ2K20BDIhHg5rW2tpUKTp7Zgu/rdQiO7vEmgcIzhKPuEd53wQYj9+DsY3i0DhGrgWIc+Xft/KOvFaZ8Qae+oNvj/f4+IhpmlYQm+e5zSrEvoxz530V2ZysVwcMhIc0JIPYvI9DOpVlR9vAMNjqHPzkgCfbam4lNPn+b2064/e8n2PvxPtxq7f/PONLDcKZDVwJrnJVG+Q61Oh06c/1DxJjn13/28WlCIqLhH1eaJHIWVljT7kY+1oo0ovqMg1jcE2HbOzh6mwShYEksAJAY0VNQysIWzgiMuDhGtqrgNfACrkMJUCgUljuAWGYp1RXq0TT2BhzSSwOGt0pBXA21d1DCtAa4+Ia9cpA90UTAhZVdyiBOcIQQWCseUh8mBm1KFBg+msHVqYtXu/KWpy4Xpqv0RiKZVEQF7RW/cNCUUrHzIo6BMtiTLUKYRS3sROXhLi+OHTKetWIIAprayG3hTSNPRHBFTYgsjUGBN3F7H0xPXIr/jvb71F/AFV0d4kpfm3DMyPmWGKP5etnsucgNNewosYguOeLAA8D+zvbGkQmsQK5tINjzzH2O7umykBjwqGZjGgIYR4EuQBczc1G4wN/b+z90gWDFI3sMcT7olYr7Ky0BhsAWefOYqy7DAGL2T4WUhSISZfY5mX71WwqK5kOpgtwYZhsppjpJAav+5y8+Li2gjKV1bMcOkBqgUarAIZE2a9npz7/h93LeBk/qrGVN2xH1stm1m+rSQWujikZ1AeIyC3rn2PfMsDLoDVGlsFkIBUgIgO3PN/t+H4FoXke8doss9haJsbImvOYf9bPZzC71ZdvNcLBWOdAJAcj2/sSx4kRGvwomgwgF8eLDEU8N+aaWdUMzrba662ufgtqM6DLgDEyAfF7Zqiz5jmudavzfy4g22rD87Eulwvu7+/x6tWrz8hIYt/mwC6AcAapEbRlbXbMZb/fr3KSfPw4R7wvtnaUIfGJ+xLP2cqLnptzzCmKLvP5Ys/mQCl3vY05bIOM7T377caXGoQbSLB/W/ZdDAz5ZjKdcNjZAUzmtVyYUBujO4i0mjfv3jg1wLXkTFaIWasz4ATMc8eumgcyszF5yoSpOcADUIsAdN3MMjq0W9dIYgJBVoztSnIryZPuOmqYjtspXSoVJArQCUzsjU8Y0k2nbfICAyUk3vwk3kwiIKH13xBjRtXNr9V/SnGLPQCNGYMVSozFGfDHLqjMK6sp3qZ+AGY/7t1GNdhQmL589PDgpvVmBSOsUC8UFQyxwllwQZsqChuQNTCvWObu8hUDy3a/DKcti5ikRK6AVx3oBhavLlfh4oWuzd9gHB8Cxtiq6LqvFnafbdOKYOlrvyVAzL2lewEnMZsNYBQkIr504G3mvXARUfzozjpQDFUM16XLIpDHBafzwLRjFNW0FwFgAGT1DPtqQd9UgH1V7Ko56MxUwGCT4VSGuDc6M0NagUmCTDZSnKK32mBarTPVthBECOqa7uKFrDoGqg6UYl7okIGiijL5HiKyOgYaVj8wgNNixbKVK7QMs5kUWzNbFaCyou0r2mQgXgaMDQdQSFFZTAqktK5tKd8f6LyMl/FFGFmSklPswPXLPr7Ysy47a3EBPAHQmW0MgBGa4ZyKD4CQ9a8Z+AYzGXPJP3lkdjrAS9Zib4FYpPczmMnAJcshYn1yMWNm47N8JEscshwmQFocPxf85cZE+TgBnJ9j5OM4sf4B/GMts+xjK93Zek3n+eQ9ESNbET4HwmNN832L58brtq4sWSaR2ewcDASTGyPf+wzG4zWRLXl8fHyiz86Znvx7ANf4yefaFtjGc4FrBiCOFWudi39zkBHyoAhCnruHmdXOWvYxxlqrEPclN2aK19dacTgcVleYWO+YY+yJ/PvnHV9qEN4lgTkIqip2U0ObGH107A4Tlrl7Sl4gahbF5CBsJ7a5xTtkAqZrLTDAUaeK/WHy4jNPdxTCtCvGXBKbJzcA0594YeKy2JwkNrFpqamaNEacRTdxAwABSDqoBHh2NOkyEiKTUshUIeQeGsygRgBXaDFgRbp4u/AZUJOqEBsQg5gFoYqBwr50SLfuhssYWBZrKlSgaEy4wLyhBV64Mwb2FYDLQJgIlchBJK4Fir4MUDu2yvAunwQie443+ES0ijTnGsVlsUJApsnWn6wIsBTLePRKqG2gNYW1rBf0Id5JkqDCTtyKM/zNGun07t7gBsCLe3BbgGN7SUXRFcDOpA+FFGMH7HeKSzc3EmZgaoBEVsCLISUVhEIUoxu4raWgFsJFBJUEjY0ZFoXJOJr5Y98/ipsBmhMKXQSPHz+Cv3oAk2VgmjagF28vb4EJz7NlXUAYULw7A6fFAjQl9/YukwcyZos4CwEoGChQVtQdMPEAc7HCzAYcp4L7iwHn2Zv51AJUEtPA7xRVZLUHJAUmKjgczLO9MWHPwzISylg6oc0VuwmYF2BeBJdFcFTFUIYMS2NNu2IuRLBglIs5uxQa3qnVC11HaCM5nBVfxsv4Qo0ACPFvEcHxeFzt547H4xMd8xZsBCuYWd5ofhKa5ygUzOAvN9AJYJHBVW6GspVwxN+BK/gIsJM1v1sWMOYTI4BRBqcB9rcsdQYrGVRnPXcA2Viby+XyBNj23nE4HJ7MKTP5uW18XEf2ps7sd2bYM1CLQsyYQ8w9s9gBBmPuEWRs2eUAg/G8HDQF8x/Pi3VR1RX4RgCx3+9XG71g6UOTvi2ujPuSCxCjSDNfd5w3Hru/v38ir7hcLvj444/xta997Qk7neVGUfwYwSRgwD32Xqxv3h/bGom8rrFeIYU5nU64XC5rUJDlRYfD4cl7L+754XB4tog4pDEhyQq5T+zzANr7/X7d43m+WeYSUpp4/POOLzUIFyIscJs7Argy2lSw2xfoRayDY7FGKdUfu1y6S0wK2lQwXdyLUs0dok2MQgWlmJsGAED9w4msLfy8mGxEAVBZUFq1bprFWOzeB0TNhg1cjPmeCsayYMz+wbVrEIEDcWOYaYxVKkPagTpBukDGwNI7+vliYK13l5x0KE+Q2rxDo89L2Fh3VTBP6LOdB2qiiXk+GRteKrQVYFlwOn9qm58VVWdMbbI5KDC0gJeO41SwCGEeior0gQdrK/8UENmboK5RraJU80mncC3xVumlmjZ6XkyOoaHxZ4JqB5RQqEGkWNCws0h1mTv6POBteezHZR2rDKQwtE0GWtemTC6r0GISIZc+LAy0Suhd0aqAeWA5FchJ0bsVYBID+2Y2eqVbU5+zmJxGyRjdiU1yVMjkR7UQWi3YNWAqppmehc3ZB4Q2EQrYGH2YT/e4DOB8sqwHF7x7K5j2ewvkCsAsuGBGq1etexdgnhncBMSEcRmoO8G0qyiVQVrMlxvFmusUwr4o9tXeQ5WBYxmopHhYTM4yFpOb7PbAbRk4NCt8bkVQ2CwCSdW97BU6CLIQ3s4Llj7QO2ORgkXULEI9K1Ap9r64tMfcbGTuWMRqAMYQ7KaGWhdotyY+Y1HMXS3Q4s8ydi/jZXxRRmYcozgs9M0B2gIM7XY7nE6nNS0fgCprxHPB5JYRBK6a4azDjk6AAWLz8QI8hNY2XhdAPqfWs4420v3ZFzs023FNuRg0M9dZEhFgLYP7+J2Z14K/x8fHJyxvbqISDO1+v1/nkbMMAbRysWEA45AQANcAJ16XswgAnoCzvA7BsIZHdAC5KM7Ln09xjXH+2BMBXrNePTPtwc5GgWbINR4fH9friznFmjHzk4LOGFutdPweOupYnxj5+uOx6GZaa8U8z/jkk09wPB6fAObMUAcLnjM15/MZ+/1+la1smeVYi7gveS/F+oYTULw3Yq55DvF73K8oEI61ifdDDtRi3+T7pqpP9P9jjCeseMhosuPP5x1fahBOTA6UXU5RzecaVNCmCQJDhhQyCBDa1OLV/j91fXAFiFCnnYEyBrymbhWMAEZ42weSSQKYrWFIcfs9UmuvrSoY2oBi7DOGA1ZHcmPu6I+PJqsAo+wmtN3OivvIzkeAAVeXUkiFXRNknTuxYPSLYd4CkETKx1ON525dPYt/YPcF8+M7CFVwmVBqA8ZsEnIxzS64QJbwT1cMHX5GADLMrcTt9tRdN4jZAKRrpskWwz5wovHRGL7WxmyXwiZlYPOBVhmYZ38zKK8yIrDfK+K1SyOBgEHQAmiFN05y33A1KYZqMO4mTanN7RzdGtEkIyY9EgG02uuL+f1h14D9nrAsinmxe6xEqHCNfTH2vfpuEsALYU3mwuxsLjFKEdSiaMX09QyXeohdm4SWJvacEM6nDmW4ZKPj8fToTiIG8ok7dpPJR4hNry9aAGehWYBd76BeIK0CpWFeOspujx0NHEhwMxXz8B6WCTkJgFlxvgyMWVCG4NgEr3jBXgVTd/23AszFMyOWXVFSLKNgHgUqgqUDXchlOwPLMMnJvil2DRgowGI3SVUg87zKn8bwrBUEh+I3khlCCiUvM1XB6C8WhS/jizdyijqASGb0MksZX/ihN87MY4APwMBx1qg+V4wXYDkDkayBzs1ass462LtgSx8eHlZQHsFDBrIAnjCL4Xyyvf4M+rMEIwB31u6OMXB/f7/OJQKI7CedgXsc5zmZx1Zz/ZzGOJ83Nx+KNd+6iWT/7zjeVla0ldTkgCHWIUt4YsT+yJaO20xK/ARoDsecKDqNsZWRbHXKsR8yEI+fLJ8JRjmCuHz8h4eHJxKZx8fHJ9mPHETlkdn9uK/xumDP43WHw2E9R4Dk6FwZ9yKkLlnuFAFMXvd8n3OwFwA8ArUM5iPzEZIV4CpDeS7blPdFXq/fbnzJQTi7xtos52q9Nu8otZhEgq5uKEOwstsBy0EEdqtABYHb5DptcRlzasQSr1SzwCvVNXBsDKu1ylygw1vZqlXcDVGT8rKCi/mAj2VBf3jAWAzgjvlgsgoyRwyo6WdLZbMTdOaYGC63cG05zNEFrhsWjVSMdQcdy4KpNhAZSO6yYD4/griBJium035xEG6a5uEdPV1CjuFSnmV4+lIGZPVmt+LC6OwTbdYjbCG6NvORYUWshdXlEbZElRTVu1n2Pqy7pxjosqJKcqmGH1UAKEErG+AmeIMi3/xKpuGH3zciQNjtDwvCrxyeRUEUxIprvhmW1WiE3c4sEcscXS4ZRJ41UQKKVRCQe4ITOdvirDkz3LbRAGgt5iyziECHgXC4nt37XtruU8XlrEARaNhRjgW1GoNdC0F4oO+KX4taHUEp3rQKmJiBrtDOKK2BmnmuT/sJUxHsWVAhmMXs/sYwaZF0MZ9vGZhY8HoSvKpnNDYWnHRAtEDVshN9kL1egXkwFhHzVhfCEEIfJkHpAtRmTi67phiu7bcmU8BYBgYVA+Bqjjp9EejOAqzh1obkW4xUfe+/jJfxxRoZ/GanCAAr87wFglvAEiAvv24L0LNWG7hqWjPwz1KTKIzLoD3S6gE+53nGw8PDyn4G4xgAI4KBYCmzzjYzkBkYbYML4NqFM8Drsix4fHxcQWYAwFxsmLXNmVnPVoRZigJcgd/3YyczUMvXmUFxBCfZRzvuQbwuwGusdb7ePP8M3OOxnOXIIDxf75bRPxwOOJ/Pq11evC7ry2Mu+Xx5b8Yxs/Qjs8N5bfJ8so4awBNf+Pj74XBY721cW163kBpFwaOIPJHcxP7J6x7ykbjOyBpl2VMOPrKcKe/1LDeJ4+f3a1xTzqbE+zTuR/Zhj2Nv997nGV9qEA64N3dh1MnamxMDQwZIDZSFD3dh+8IfY6C0htKaqXnL5IDWpcz+b6Krh/dYzDWlFMZhB/R5GOhv5uQBVUhX6DID8ztMNPD21EHzbPKBIVguHQsA3u0wHW+gsoBpgHhgDODx7T0KDSyXC1QJ5XCHu//jGyilQVXQlwXaBbUBRAOqA6Mv1no9muAMNTTD19vKlXCcBIMr+sDV+q10ECq4WJDQh6Crgdn3s7GcYwyzAHQt/dvTQJjdaSkGjHp82IgHO2YL6LfHWE7/pZaKXQsW14Bqmwj7BhwmwmFHAAb6MmNM/qGpitIMOMOBNmQBUFFKhe4njL6ge6dLVXuD2Fl5DQgKF2PC+cqmQ00KAyhEhskpxFxDonhyv2dcZsW8CE5nBfpAd2tCCw4Uwgx4ALOvjKFmzUdkTimzur8NM1pR3LjOXIfJWAB7nMoqUMd86diVgrEoOrprfQgDYoBfCEMHLq77t3jSi0m8X6cQMBPQdhVtJ5j2wHRzg+NuYLezjpWfvHs0MLxY7UQfZPKfYvfk1V7w+2/OOO4ErZhloAzCrAUXmTBGgQ7CgKeyJ8IRtn4QweMieJgZFwV2BOyLYNcErSm4DzTyAtdO6KOi1QIlKxomUpACvRecToozBi6+N0lMWz+1a/vkl/Eyvkgjf6lnUJlBWAa+IR8Jpjx04c8xuBkYxjF2ux3meV5lALvdbgUQkSovpeD9+/crAA4JB2CMd3T9i/OMMfDpp5+uMoTQtn/zm99cgUyAmK2FW5ZJBEjJIDL7N2+LUOPx7MUMYJWbZPlCMOgxsu57C8QzSxkAMeYYxYQZxIYOOSQ6l8tlfV4Gz3HMOF7o+mNtAhRmdj3fz1w8C2CVq2Qp0FbrvN/vcTgcMM/z2qUxF/HGNUZwEkA3nyff6+2cs5Ql66iDeQ9Nds4AxNgWgGaGOP8tsiwigtvbWxwOhzXI++STT1YJSb7fEaTd3Nzg7u4Oh8NhZcNz59nYf3GNWa4SgURITCJojYA5QHm2moysRr5/vXc8Pj4CuDLn27X47caXGoRHwRlhWEp8mAtEIWtZThOjlGrSA1IwCqoCygUobZUXMGNlRGs1PUCwuFQruEaUTKCJsJ8ErZFrmhm4vIf0B0xlxv5O8fhYcTx0qC4AdYAJVWnV/JYCzJeBflFUUrQCHCphkrPpv2fFfHqH96y4eXOHymwi2UcFLY+oBwaKYjxcMHoHkblrXHrFq6+/ApiMTZ5nXL73Ft/5zkC9PYAnxjLfg1nRLwtkEYzTgnEWnB8X6DB3i9MQNMepROywemAeFqiwmk4YXMzvXM332QrnIgo0KZD0bjZ604RWyRosMVAqYWqM20PFzZFxcyy4uWnY78NyyUB9KWya41oRWheiA0r3CnAZgCx2H1ySMobdKwQpDytkLPXq6c1c0BdbO3MbKZDasdsVjEIYRdB54PZYsFwGlgtwORDO3S6NXVIzD3OUYTsNimdRWjFJTBegiDnXtAoc9oRRgU8fsbrpDLH/hle4iNnwzTMsVdAFhQc6GFQAKTAP96roSwG7JhwQc6qx7lUYs+CsBXV0HFVwaANl6RinA04X81i/P814uJ9xer9guQggdo4Pft8d8GaHqTS8h6IUAaqx+NM0cEOKuXc8XhRvFzbZFeDaLcJlNNyfBy7dvnxud4K7A6OQZUFEGaeFcDor5sXuW2vOUGhIcgAmxePZXGt02L26OQAEs1YUPNU8voyX8UUYmcHOgCBrjTPLmhvmBLOcwUrojzNjm63fIv0f2t4AxAHMosHLw8MDjsfjCoYCXAUQr7Xi/v4el8tlBZMB3kLXG6zrV77ylRXIn06ntUCSmfHw8LCCkggEvvGNb6zAZlkWfPTRR/j2t7+N29tbtNbW50fB6uPj48rKB4CP58QaB0DN4D0/B3henhDgNABwsPpxzQHybm5ucHt7i9vbWxyPxxXoxfMyWAauxY+5+HPr2vJcYLV17wjdd9ZXB0scspEMJAOMZ8AbjG0O3ELCEf8OYBvuH621NRuR55szJwCeFMdupVO5DiDv8fg9gHVm23e73SqDis6wj4+PePfuHd6/f//EJ/7HfuzH8MEHHzy5tzloint7Pp9xf3//pN09cAXOwWQfDgccj8cnbP3lcnnynFw/EGtBRHh4eHiyDjc3N+s9/bzjSw3CmQ3QUWFziaD8Y8x1abxKTQoXA+uwojiUAtFIb6trg+0AxrAXUJncl1ihUMxUcCgDHQOyLODlEdNyjwkzCgQyFFwGWnN9soPZyxlYTh2YFU0VMi/QpYMaoTGjHY217mydPJd5wfvvvsd4vGCqFRUVO55gWvOLFYQOAZNgLIrzGbg/LWAWcJsACGQsWM4XnN5dgPcX8J5RJ7d5EyuSm/vAcoK5knAF2BoEDaTUoReZSr9G8arGPIteNdpj1Z4ZeCcyQNhqwdQsG8EYmCowNcLhwLi7Kbi9ZRyPFYd9xX6f5SK27uxFp4DR57WQBwgGpst+v3aEVBHICKBtRwDBC3drKIyMBS8MLupBGMDaABEsqu70Yl9+hYCpGjN8X+JNGNIVRiPTgiuAQoKi5t1NZBKkyTrPgyjYGNOLu6jCWHcyt5wOQJVRWFCIwKrweMecHwVYm9tUoE4F3BhUCcKCSkCtChLFLIJ+MUlUJeBQFE1nvP3eQB8WMIEJp4eO+Twwut/sAZwfZmsbLwXvbwAahNdH2P7Rjk4M694JVCYs3d5nzTre4/QInGarnWiVsN8XAB21GoAebk94LcJlgBWX2XzIrfESu629rjaYDCuyHoM8J/Nij/IyvngjS0m2QCRrnjOAyUDyOd1wLo7MWvE4ZgB1AE/Yw8xqZ016jCi0C2YzigpDq3tzc7OC5Dj2t7/97VUHHMARwBpIBMCNRj6hIc6p/tPphHfv3uHt27fY7XZPgE4Uzp1Op7VBS2Zv84hri39nCUdey7z28dwA4DH/YEOPxyPu7u7w6tUr3Nzc4Hg8PslMZE14/v0514zMkm8fi3lk7+sA9tvnZZlFBtgB0KOhUw40sjwkg/E47rZQM56X92qsTbZ9zPc7O5vEno1i43z8mE/MLwLEfE8+/vjjJ8HL/f39ugdiLe/v758ECcGi7/f7dT1z3UNec2ZeQT1wrXcA8CTzkPdOrEOWxWSGPe/rCEp/z8hRCpn2l4o3AAnruxXAMaxa0XXhxGuKG7g2SJFhJockAvWDMAAqcD2uV7qDoEOhlcy1ZJlRL48gmtEml2mIMZKxpxWADPOyppBJLAQew9qCs2mVp52R3XENpIrlccbj3LGUiqk04FCgO4B1mJyErIvk5Sw4n4FlFjx8OjAdOrgoRAf6IlbgNwt4ZrSDNVgJxxfT3VY47oyFg3cnXwcTmbM0wbTaZJ0fbW29FaZnFdjXm9hbobuGubB1XtzvCIc94+ZY8eq24Oa2Yn+o2E3FfdmvXTdrpVVu40JgB6EmFYIqtDR32IDJUQZWFt0jLLufnOyiREFk7ijsDXDQGL2ETtu02rUV1Dq8qBJoxYsQ1S0K2RoGGeh2r2+YzWFkKKYCLy71DYE0f4Hp3ZnASlFyYHIWZnMPiZrNuJb1wzR8uT2IYLvO6vr5QWTvkfRBrl1wfpDVdrFOJnlRverkVYCxCPplwVIHLrXhkQjHBmhzcl7ZgLx6wApdgwb7cASIBK2Yh36tBFlMPkZgqNsSFrf/FA0tfCqwJfdtJ8XE1lAKYhp4e0/+cIzDy3gZP6qxLfKL92CWRWxT9TmVnbWtAFY2OwO3DMoCPEQqPdw8QmaRQUMGXFF0lsFvZskDTAUTHUAoWMIIJkJGkJ8XbOTDwwPO5zM+/fRTHA6HVS4SnShDlhCFeHFdcR2ZyX5uBOjPYDiu4TkddAbM2ZGklIL9fo/j8Yjb21u8fv0ad3d3q7VkFAHmgtQtKA9QGgBwy8hnFj3fy62mPO+XeCwcSWJPhHQiX0dml+N1cT+yY02e65aZz3KV2Ae59mCb5dnu7y3wzs+PfRt/2x4rMihxfdmeMt4XEdjF/chZoLzOWb6TA5lY4+xhHoFenCMC2gzI82Px75yR2tYAfN7xpQbhrXoBHlkDnkLkbCM7r226VzjAUO8gaUOhXgA4XELAo0MQbw778mcM76rpbLoytDFkPgPnR5TlEXw0mzgDJ4HwsWoUlgWY54HGhFqBiQRSDcC1aiDleATuH1zm4MyqXBSPp4FGglEHhjQctKI0gN0m7/GkOD0CVgeqeLyfQRCUZprgZZhkAkpgtaZE+0ntJKLmka5l1UmLBxtQXbXcUNsoC64ZBoIBulKqOa/IQKuRkTA5TymE1orZAjKhFeDmaOz3zbHg9qbi7q7g5mbCNBXUGqC4mKVkY7QaRY7xIefgrRafY3R0i9tqIFxVUFsz0OdgDjAPdlXxAKuCaIBhjC2E7T66lzazQPYVl2mgVUGt5urRhwFVZUKBBU+NzUt7DGPkqzd3WsQaPgXvHVkILlFQ6WvKkV1QiAqqdywdAiwygE6oO2vOw8UBPLHtYcC6SpIVv2I4ww5GbRXcCpQI54VQdGC+KJZBEDLnGxW7p+Brcx54wNmXgb4UnIixeLEstGBIQRfGUHMjKphRAYw+cJk7egf2LQC4vRP70PX9Cb+P00SuB7eiV/Vy45C2iAClDJTC2DWGiDnqhGSs4PN/2L2Ml/GjGgGKMiOeQWH+MgfwmeYg2TINeKqVBq4gLXfJFJHV2jBS+sFibwvWYh4B1re65GAzW2u4vb3Fu3fvVpAV7GI4omSZTO7O+fDwsEpKAODdu3fr2sQ15aYt4XOeAWkGYHHd309zG4CIiFZtfDw/g+2YQwDYuKa7u7tVZ3x3d4fXr1/j9vZ2BeA5qMpyoi1bneUPeW0C9IY+O7PJGeTm+5MDhtzEppSC4/GIx8dHnE6ndU5b0JgZ8QySA5TnbErsj22wkl10MhCPcy3LshZH5tdmTXm2yoxry84mIU8JKVLMJ+5dnls8lvfutigya9LjJ2oj5nleMy+ROcr7MAc5kU3K9QXbc4RGPQfNP8z4UoPwXXX3CVWwWrc/qgziYsWXUzVAQW6jJwNci6XAnTk1hGcmc0oVooJSK6gWlGpt25VGKCFQqUPmGXy+By+PKDxAtWDAGe8ZGLMBfBkGouZzx44FbceYdgWtMR4fF2hhVO+0qS454GqylKqMcS9YZgWKoE0DXe7xmx+Z3KA2k+NczsMauvhGk6FYlo6hhA7CaSYo2+M6gMu5Q/eM/dElElCMsCdkr5h0v8KQbZCqu7NcGWoZA4GUiEzjfdzzCoqNvVbUSpgqYz8RXt0Ab14X3N5WHA8Vx2PFq1cVh+MBtTYQF0CtbU1x5nOaKubTI6rrO4ZYYWC0nQcBOgQotDpqMBdAC0qrK3hnIoj0VeduxT0KHVetZikC0glnHqB5mOmgKE4785g/iuDhXtELDAQOC/cWwLMAnhWAoFUvCBbCZbEmQl0Up9maQ8mwjEyBd6Qkgg6Bpjc2Fc84DMXowDQ5Qw5zG9kVxjIIuhh0nRbFeVF0v0cdFQL7UFyE8OkjsJyB3hWlmaNPV4CqgkWsuFiAaV9Rm+HkeSE8PioaC7QzpAM0NRQhLGpAXfrAPBQPy4LLPDAvAmrmi16YoINwfhQwF8yLZTrqxDiSFYJawx7Tz18WW3M34LSAiwqqCoos1ihr7lAtVhBLLyD8ZXzxRmYmgStAzOwycGVo499bcL59LLN38TmRj5MBODOvzwsAEoVogAGZ0+m0Sk4CmNzf3z8BmgEsAwgGmxgOGcEk/tZv/db6eykFp9PpCdsfcwiQFbrzYLJPpxPGGCtbnqUBGeRmqUlm7bOmN0syWms4Ho/rOmWWP+7F3d0dPvjggxWI39zc4M2bN7i5uXlSiBlrHhKQLMmJoGKV1+EqncmALe7jVr8d1xKa7yw/ivsQdpBxzGCARQTv379fpSExtux13Ms4T1xTBFUR/G1Z5Aw689wDpGaHklwLEDKSkGnEeyDftzEG3r9/v/rBBzjOwD/2XOjWAQsgY6/GvENbnjMpwZyHzCr2dpz74eFhXfOoBwgpVbx34lqeC3BinQ+Hw5pV+kGZm898VnzuZ34Bx6smKBVYhmKQFWoZKBS4MRyAcM1wLbFRoAbW2h5QgkYRn05miVfJQEotAIwFpfmEspyw1wukz0DvqCzY74FaDAwvF2DMhH1TnM4DQ4xBR+9okzHBBMXSBaObNVuppqjuyqjNZA59CHof0KFoO8ZuYkw7BViw9AV9ECYh7PeEuzuFjA4ZjD7s2haXYyiM/RdvY6lix6algs+CWqwl+OUynEHuGGqpf1IrEmQQdrWAMHBavAMmMQoBNAHK1rFyah7dVtdZE1ALY1cVdzfA67uCr35QcDg27HaM/b7geJxwc1NxOO7R2g6lVCx9wejmwlHYuiUej3uMMRuDzQSa/APOmWOers16DJVfrSq5WOMlqIJ4h/Bq4VLx8O7BC3fNz5tJgb2x520qqI0xxgNqXVDcd7x6c5zhhYGjW7fLbi6RWPoA7xt2daCxgAYBs3ecLGRNaoigJ/cmV/dbh9tRFkYVBeSCaapY1ILMPgQqpj+vxba2Ql07TRAoThcAYIzijLICu70VKUN9b6kFTLUCdSLsW3WPdkZfBPMsuDsQbm+qyW9YcLcHXt0MHCrAyihdcZ49lVot+GUizPcDp4ti6YS7BhB5DUYX9KE47CcP6hilFmtLL5a1GGLZDF0/465AZLdjTEXQMNCqYu7AAnOj6S8OhS/jCziiCUkGUs9JpwIsZJAUspKtJhy4gvvcKCT005GGDyAYYDY6DF4uF+x2uyfa4QBQAeZz055scRdgKFsB7vf7VYoSxYTx+M3NDV69erW6SwSTmN1hMmsbj4UsIH6iIC9LLOL5wcLHOmTdd7iuBGAGrix9ZpaD8f59v+/34ebmZnUcCUb89vZ2BWwxv3w/b29v1/UIWUSsWazhc8x9AOOtXWEc+9NPP/0M0x7Fg6Fj/853vrNeU4DrDBy3tnqRaci2kFlSEXswmgDFNQWDn11utmA39kh2yIn7pHpteZ/18VHEu12v7FKSg5vz+bwWycZ1h3Y/6hyieDiOFfN/9+7d2qTn7u5uDfBivx8Oh3VuWdcf78etNWUET/EeiD0VBbW/Z+QoexbsWHFRY//OKhBhKBmjKH3YvymcFAz4igIQgnKwvbKCFD0/gvfVADntTFpBDJaB0s9otGCMi7HRBahk5K32YbhfgDGbhCV8klWB1uDgVMwG0bXEdpMJWMhkJuz6dm+vLqtVBIF1QMQ6E2Iw+qwgFe/OaPHF0u1yyOTapsV1iYXLcN15hMzrWxWn04JSa2T5V40xYF0fGQMdAJOgElkzG3gDnUKuTb76YJdiQPGwY7w+Cl6/Lnj1quF4UzDtKvYTYb+vOBwadruCybuX2hcMoS8dKh0EAZGAYMyu2Q8OB5ju2kLB4NvcgfggqwDc/7a2Fd2pCgDTgU+7BsR53M1QfB+EPKdUy17sDxW9LzhczAVSyPrMhI6f3SZQiVbnl6kYW05nXdfIuoAS4J06w2VF1J4jkZZUY9mZgcIMKDC6AuqWlJUwmNbgQNSyLqBg/u0+NIbLhOw+3ewLuABtKmhTRW0VgHmE92E1BLtCOOwqJgfhx53isLPMgnDBhQHdV7CZXEKFcVoEl4uiL7Y37B7Z76Pb30q1vaNkQcUyTDMvrq+PIt/rsOCosu0zoWK1GwyATFrUxw9nB/UyXsaPYmwLLwPUBOuZuyk+x/IGsIoRmuAAiXHsLN3IuvDs+ZwbjARLHsACuILTLTOb5SJZZpLBTcwt5h+/ByOYjxtMYsw7M/oxl5DXxPUHSxkg6PsFJ1lXHyMD3cwGB4t9d3eHr3zlK3jz5s1a2Bc/AcgD8IY+ON+XLBXJWuN832LtMngL4B1ruV1HZl5t++L3nCXJkprQsAdIzcx77Im8LjnDkR174idbKGZGP+/D7bUE6I9rypKm5+ZCdHUHyrKeCDIiIxPFjrEPo7lT7s4ZtQgZ/Mfr4rXR4CeChviJ4DWCjAg6c6CZn7/VfG/rAuL6s3/45xlfahA+kWLHBkQXYlzEtaTkDh+9mx1hFM1BTV5ithCmH5EBiHW4VFHo/aeQPkFkb37FZC3OaXSUsaA0A6W7hisA6gCGgETBohjdDd2H+TkTKQqx1y66fp1NZiBDzWtbvMDNHSbGsCLH0c1HfAxr1KOhLlZFXwh9Vux2xmwa42n6YBIrWG2VoI0xur+JQRhDQKjG5o6B+dw9EjTLD4fXBsahUB3oVFAJa3FiV/PRLiWKAwVTNdDY3Enk1S3ha18peP264nhbjWFujP3emPC9A/BSihWoFvYCTltDFbu3ILLW9qrW3GgMl32YzAQwDb1FVwbYLIsBkybVCqhlFlQBkBXITlOFdAvEiBRKBcVBOAD0pZsWeVfRD2J657N7qgvh3I2NreyFmQxA7P5NkxWkynIF4BSFw3abzPFDXboTNjpqDWiiNRTD1xdsBcQhp6nhkOKFW+61Hd1VS7H7MBXCtK+YdhXTjlEAoFrBaZsKaikGloe55kAEKh27WgzAs+DQBLt9Q5vMo7AT25qKWrC3AKMD/WI2gsXrI0Qs6yMDqLVcO3uqYhnibeyDDVdza/E9B9h7qxSyzBYRhItndWAFq0p4jmV6GS/jf/cI0BdfxlkiwMxr0WQAna2EILPHAczfv3//hBEOQJPZyTHGE73xttlNMH9Z5rH9CdY3wE/WCWdZQWjCs5425h963Vw8GI8BV3AaWuF4HweYi3leLpdVSrL12M6seLbHy6xqAMKQlAQAf/36Nb72ta/hK1/5Cu7u7p5ITMIJJTfQyZryWJsYGUgHgxrz3O6DmEP8O1671fzvdrsn7H7skVjH2D8RMCzLsgL3CPLi+dkNJrIo8bfnQHMuotyy2lmmst0TWU4TfweuhZLbQChkQuFQEnsvAHgObnKAmm0Qo6A3rimyIPG6LMXK65fXKAeh8fcsy8lBVx7PBRsxtvfzB40vNQi3IjcrjpuXDqgVl6nA2G8ZoFas0U4rqGaR4V7WJkORswB9AY3FwB0DcjmhywzuJ6gIuDTs9IwddUylgHeCwuHqIOiXDl0GqBvzuSwDSweGWNHoVEzaobDi0QBIy2LNZ8YwpxG9hMkIGagZZlsnZHWey2Ie3Qr3lnZruMtiHTynppBhWvnK1kF0CIBW0b0RjRtgGPgZwDKT116yBSJD0CEoanKJDkIvFQPAoRGmEkUZDgbZJRqFMRVgtwOOe+DVLfD7v1Zw96qi7UxqQWza8OOhYrc3Frw1k4uQS4laNceMzgTp1g2ViFBqhaJi1AIqC4DmcpRgVgBuBvQBc0IBsYN1BvD/svcvv7IkWVo3/Ftm5u4Rsfe5ZXZdsj9arVdi2IgBSEhMoAEBLTEAWjRDQPwDr+iegIQEA4QEAwYtwQhxlYARA8QAwQAxQAwoCQlmIDUfIKo6szLPZe8dEe5uZusbLFu+bXue6sr6RPNmvhwrnTq5z47wi5l5xLOe9axnWT2AhGRSnZqp+boVz5p8R5A4NFbcAqOUEsNYGMdgmY8AQxSmQTiVwINUDJsaQ39BGGO14ELU1iYJManZLCpbgXDAQGmIsrU40krbI65512bEZ9KhWmztR+DmOBATpocXs/wLyZjjIBCpxBQZb46Mx4FpShasBDbXGIBBYMCsGFM0H/tRqv0sBuQPSew+27XOuXJ/WbnMlfMM93cLomq/T82mRaFFwGYPWYR1saZQa+sSuq6VJVuwqmoa8lItWyESmuXh4xc3ubJUy/jkrOQPkvAP42s4el1tL2PoAXQPSHrnEX+Ng2AHza757lPke4DVH7fWuulg/fU9wIBHAOng18GP+0D3sgY/z/7f4JHB9vv2QMPBojcS6gGaa3j3FoIO2pZlecIS924pvQyiv26/776I0v+eponT6cTz58/5zne+w4sXL56wqA7A9yDcAxo/Vq9r78Fmr5XuAWsPdP09+yCq9ynvQasPB/QutfCsQD+vfv9eUNgHD73Uwvebd0LtC2X9754599Efs78uvy/fr9M0cXt7+yQI6gMCf/04jtzc3Gxs9vsKmPs56xl7f52z6R7ouSb9fD5zvV65XC68ffv2Cdu9l4t4dqNvrFRr3Rpc9bUAfSDYN+/x57WXuHzV8Y0G4bnAKq2wsEAshSqVGkwakqVauhwrUgyDkIZgXSO1kFHqOhPWCyGv9u9UYwBZGZr+eigLx6FwiIpmZS3mIhFomuu5mpNEruTVmL+iUFFElVJMgpIkWOfEJhMJ3qW4Ad4iphXPq0lGarHjFoUrVsQ5DuYksTb0UbWiBHKtLLlyHKLJUWgyB3uVaXNVkJgIqsYiqpCrsYoirZNkK2RMYgWHtZol381RmLTJWaq5k4RguvIhKccBbk/CRy+Fly8jr14NvHg5EVI03XW0QtfT0ZxQhk1zPxCCFTNqKUhKpABxHKkxkNcr45jMKlJBSMgUrG06gFaTeGCWg+7vjmqToZjsBxnRshrbr1b4NwzuWZqpZTX50JqpeUVrIcamra+VkivrCvMC17myZtOvBC8waPKRY4qcBkV0bay7WQoOoTEl2XTcpbHvZgP5KIfRoGSptmbF1k1LJVI5DELJhetDpS4BrYk4CMMxMR0jwyAcBmEahSFZb9OQgv1+ikyT6WZSNO05ImT1wEJJ4rrrSCITpZJQBqDmYnKlavqZ13czdw+ZeYG1CFA5PotWZBpMh14LLe1k6aJ5TeRs/t4VmFdYlrY+2qwXY0Viy8QAU7SnN2dhycJcVlYdWBYhZ8smfRgfxtdt9N36ejlIr8U9Ho9P3uM+2b2OtvcmhscmQD0b68CqT6M78HGJwv5Ye4a+l7f0gAYemUxnt/08DkSv1+vGXvp5/Ng9u+gWhsATgOnAx8GiX19frNgD1555VVVubm6eyASc9e6LYE+n08Z8+98ORh2ceXFq79rRy316sO5BgmvA/fpdW9yvFzxlxX3N/N575xC/X98LfcDlRYa9DaTP7bqum+xinzHw/eDdP/t175l6X+e+jqG/h15u1L8W2DTiffbE6wW8GY6f3+/d58slQL02vQ9Y/Rod+O4zN71LS0qJN2/ecHd3t0mvAJ49e/Yk+O2zDL1My+/R57OXh/V7sF9Dfzb8tX2Q9lXGNxqEC6E1M9FmalYZmh61INS1EOSKlIwOAxoGQlS8fm9dFmpekbyiZUGrEEaxhiuiRIyVC1SkgEbsyLUCLeVeagOqgnpBoDhb3RjwYMc0W0HFW6qHpm2N0WQJ61pZV2VdIa+NAZUuDRLg5igsszJXJVdttncVdQHDYExybPKUmpVlKeQcTEcdAuRixXLZdbgtMvQ/mGbdTB5BpDKmhJTWNl6adj0oQ1QOCW4m4dsfJz56FXj+PPHsxcDxNBCHsQF2c605niYD4PHRTcRsBNu94pXFghDRHC1AEPd+NYa0ajDHG894hGiseWgAEyGmwYB7ydawSRrbr41bzhezLtTmX61qshVHzwRqvrLMK/O1UKpyzUqpBryDmgxI1QJB80GvHMZECC2NpRAoRLH9UmiSEtq6tv+O0hxBBLJJxi2D09xnAu7wYsW156UiaSWWQFYrvh0PAWv8KpRkgHuQyFCVgcopDqwSGZMQozW6QoQUlTFUEoXY5lJzhbJSa+GqkGswxhphGitaV7yR0iCt6U6KaGArkC2lFRiobWSVQJXWFVSVNQezLdRHp5sUzRvdHHmaI6IquVjQLSGQWrFtjCDxQ2Xmh/H1HT2QgEcWdJ7njel10ONf6iLyJe12rXUDlw4++kLHXpftv+tZPT+3/+wMX88kO9jqr9OZRwfgPcjev/50OuHFlHtXEP9vB1l+TGfq+8BhH0zsdbl7/bLrtXvpRs8CHw4HvvOd7/Dxxx/z8uXLTQPu7LkDPHdCcUbZAdv7pBrwyAz76JlsD2Kcle9BeK8j78FkL2fwTISfsw/O+vNfLpfNVaYHgvC0KLSXovjx/Jr7v/vz9ffVz2sfGPX34PvUXVp6y8Q+sPL5dflMzyp7oNNndXpQ7vumDyb7gNAlWb4/+3l/39r18++j14v7ffdByX4u+sCl399fdXyjQfhWkKhKBCQ4oqnMtOrebOC8UqkRpGmYRQPUYIA7VCgGDkQDEnTz606iBk5EiAYLm1a5PQyVjVEG8y0vJRuzWZsWvSkAYitaDBEoZt+3dXZU4Xotxu5l68bYJMYNHLeq71EQNZ/qPJusxoCzbpZum9KgKjVbcdxa2gdurUgr8qutKY1i2nOqAT5jKv3h1K0tuzdUMcBsOugpwWmEZ0fh1YvAi+et+c5hYJwGhsPUNqVJQw7H0ZjY4AHGI8i2jW7AzhhraTaD7nZixXim6XCvbFDR1rbeWVgB8QjfrlVaR0q7Z1urLNJ03DaP0moHcMBcjAEua2OlCywZsjt5qDIkoa4mZwnBOoFOo4F9/xhrl2kfotWKEVUe515VGVoQZftOt4wJLQgLtNc34n0tyrJUDtHqCvJiFoCNdCYHk7SAfSDkWNCxUDD7wSkODMla1CcqSSpRDexDZa6W1SlrpgClRq7FskoSaAXB5nNfMYAdBwuFi2pr9mTNmszBxRr4WFzS0pfV9rGIs+Cmad++fIAQa8tmmBf+MEU7Zg0m4wlf/cPuw/gw/ncN/9LvWcU9k+ZsIvCkQyU8un/0r+1dVHpgtwdy/Xv2RXP99fTFcr07BjyCIQf4Dw8PT2Qt+xGCOYM40HIbvT1w3N+Pg52e7e8Z1j3I8ff6OfejB4zOxJ5Op60A8/nz55vcxFlZB3yn0+lL1oH9HPfgv3cC2QPZ/j09SN0z4X0A1r+/Xyufg30w0AcrPj8OwvvMQg8k3c6wD778uvq6gX7sf+717u9bA98f1+t126cuSXJw63vN79ODA1V94t+9v+c+mOuZaz9ufz29bMZtD/vsyl6r3+8/P0f/DPp19q/pMwjule7r+n8OCG+a1YqadVuAGBUJlYuuG5OrWshL5q4YUEoRAoFBEmmwxHdRoSyFuijhYPrxFJVQYQzKmJQpKkmlFU0a2lURikbWkknBgIHqyhDtGM56joMBtjREYjS5yenQGGcJLCvUUig5WjMYhBBMjoIRtARaAeAUqcB5zpQanNjH2XmtSs2Nic/GYuZsjXlCKcQQrSV7DQjuLb4SxZw4CvYeWnZBGqtZqgGwhJKCchiE0yg8Oyqvngsvn5sH+HRMDENknEam44GYAilEYhqZpriBYgPhCbMUDIQUGMdAydl8tAmkYbIGNE22oSpUzcR21yKCDGa0LmLsr0WogSgtStMAOlvmwChoFEhxoMaWDl1Xa6ATC1Ks2+i6FNb18aHLq7JkIZfQnGSEMcAaA0O0YszjaA2KSi5tHU2j7aA+Z9P2V8xbXrHi01q1ZQYaox50aytvAaNJUyrmOQ6VuirpBINUkxgtlVUDRZSIyUsgUkqEHAklsQAvxuccT5HpZJac7YJaABqJZeFclcsK16sHMMa4i2voFVKwwKeIUDHXm1xMsoXAlKwIOVdhXdU8wMWYodAKay3gNd38OIbHpkWezqVQNeH1CoeUGKM19gkxkeIHOcqH8fUbPTjbu4r0YBoe3Rj6xi4i8sQ6cJ5ngCcSCk+T94WPexcKBwkOSrzrYu/y4eDBj5NzfuLV7Y1UPO3uIMNT+j0odrlDz4b3oy9C7OUL/reDmB5wue/0Psjw4e/tdeBe7Od+369eveL58+ccj8dNFnFzc7OBcGfM98Dbh/++lxmdTqcvFdz22vaePe1/dnDn+8KBcw9oe0tAB7E+5x7k9Jp5l6T4712D7WDc79m7UPrw8/va9r/ztfIgpZcD9QFFD/x99OsBbHuoB8k9i+1s+fF45Pb2dpMY9d7c/X5e15WHh4fteH7sXvvev8918v3v/Vn0jIxfVx8U9fvJj9/Lhvy/PVPVP5dfdXyjQThR0dDS9ziLah7Wz8KV48F0zwVjgte5cH3IXBvLqseZVatpdKtyWSpBKocIMpjrBQGGGBioxGJFc2OyVHpRK4gbptQEMAakXr5I5JXN7SGlwPHWtMo5m6e4RLMtjAFqLZzvKzHo1v57GgLrXBpDCOMANydroa7FpASikGs1hr7JQxBX27R+oWJg3l8fJFIzqIYGDM2X8HiY0FqoJTfZRLXsgksRqumMAxWRwiTKIQk3o/L8JHzrpyIvX00cTlaIOU4D03EkBNkK/tIQGeIjSxRCJI1H5utsloS6UFYYBqssrY1xHoZArYXashV2T5gEpclRiJGURiREs7vLmRTbA6L2wdJ4Z3OYUSGEZG4kolQR5ocLOa/UbEA8xoDBWbuOZXHpSG2Sl8A8Z24PxoBbE89mgRgFyVCytaPPS2HJlWWFJQeWZW1NeiBURaM5iQAMQRipLBZhIkDRgPcwNbcdY5bzVc2ZZ1DSlBhCbdkByMDDpUKBa66cryvDIfHsdmU4FIapEiOwrsxrphQLOkNMTfduwP+yCtcCx6MVaD5cC+scWdZqUpiQTJZTIuuSucyF1DIXtUZqEfIa0JCJzfpRUWIUjseAJ7BSrFvGo0rTe6uyXgslN/efnMlE5rUyrxnhq2vvPowP43/X6AEI9J954UsAxu3lfvCDHzwBxv4F78wisHko7/WzDuwdbPhxHBT7NX300Udfak3//PlzUrJmJd59se826aymv34cx80ZxQGed+bs2397QNDLcfrR63O9oNCBZV946WC3973uJRoO3vu5dqeT29tbvvvd7/Lxxx9vtoPTNHFzc7OtiReO9sWNHlCcz+dtLt3tpXftcPlDHwj0c+Xr4sft2eA+QPLRS1D64s77+/sn2uO+KNCZYX+f/325XDYt9t6hBR691V1i5BIpb6Lk19NLm/r58cCiB7e+rr1l4rquW+Gp77ta69ZN1ffdNE28ePFi05H3Mig/R4zme7/vsOn3eblcngQovfRnXVfO5/MT4O7a/r2ExK0Q+33aZyE8aPDz+z170NoHMz9ufKNBeM5CjqASzfMbQKurDajFXEOimKvIcxYylVyVXOE2n1kKzM0mLTTtakCoGZZaGIOxcVHtODUo65paYV2zBoyFOpktopKJ0VL+MYIElzVAkGLs+BQoVSlzte7dFciFKIGqrZFPNW233QOEFChzMQMYNWg4JuWy2L2oCHEQamkuMSaVt2Y7UYhaMbMW4byYTVz150YCpbXNrFWJ1MdizSYToM1tCtV0z1GZRLg9WhHmT33nxO3zkfE4kYaBYRiZjkfrPipmXTiOAym0D2YxWVCZzwyx+biracLRYt0moxV15vVMkIjEaDphapPLGFOfholazdKQ6o0TkoFzaV0s62zSl9btspYGvmttLHptjZOgVnP3OIyRw0GYz168aK3Yq7RFUyUWC+KWVVhWA+E3amBSxWRKc/Z27QY/CZFcK9IkPSk+2lcGTI5iAZIFHdRqWR6BpTSduVSCwHq1/RKLSZdSND/4KkqMhboADFtAc0NB55lyjSyxti8zNQ9ui0mMzRYhpUCQBFHQuZBCIdI6vI6RGqJlDWplQJlnA/JJlGkM5FyxUCAgU0LJlm2wRSAF2xfS9O5jEpas5nVf3BfdMg8Ecxk6TIFrbm21UyD73vwwPoyv0fAv5D593zNozpb18gT/Yu8L8vqizh4EeKdLP7YDcXfPgEfWvPec7plzBw49a+mg0oGYA7CeMXXQ2wNMd+jw4ay7a9b3xYcO2hzUO6Ps4KqXDfQ2i36/8GUpRO+G4vKSjz/+mJ/+6Z/m5cuXm7+629p5kZ9fQy9/iNE6UzpQ74sSexa7Z+n79fbrd6vBfl33muweiO/vuweSvhYuLTkejxsb7MHQnq11kO3X3jPunmXYF4/2kqW9E0ovwejvx/efr4vXBrgUxPejn9/rInqtOFjG53K5PGnU42vre9815H7fl8vlS0Giz59fn/uE+9x5QNcXIPf/3T+bzqQ7uPbnwP8WkU3e1Ddz+qrjGw3Ca1UkQRwamtRHQXRVkAaCUbOHS2LMmmKp/qTF+mqq6b0lGIAx32vdtOapyVqqsjlWSPM8dg2vNPlArSYlmabQUvdejCAMgzclaa+rVtCn2iJgiVS1AkBp7LaoMYAhNGlICJvuO8ZWfGm4zPS6TUNuWnHTiw9Nw11DRTRw9SLONqQZWCum9U3R2qmbB7dHrybjGRJMm1WfcpiMzRyn2BjwkTROpGFkGAdCeAThcQObXXouJQQDfaKhAWIxuYIEkwpJNNZbpbHBpt3fYogGybdumLSiPr8vMeZf3MkEk1ig2SegXQ9bMaBnFoZk6+D7LYoSzHacWmyuLqvpoL2cc812/JyVXJRcTPtfjLS2AEzVPMmxYkP7fgnGcqMsBYq0DyBRyyCoSYJUrOW9oAbU257SWFmia6UBsT0pq81PCcas17WyXBfLKAwDpaVPRIQUA7H5nmsNaLGiZNvrdm2gFjiIUKIV/4YWIFimoM1j3GoyLUgMMAzNx9w1/pXtGYgxkGolpOZwWEGLrXkM1nRIq3XgNOY8MIyPjNCH8WF8XYbbzvWMZc8u7tPe/Z/+tT72ThV9cVyfpu9BYg8K4VFL7bIL/7e+aY4DNQcpPWDu9eV9Ud7+vx0cOYjaF4b2x+xZ8vfJV/aa4N6SsZ/LXlbirLrrwV0L3TffcTcOv+b+uHumty8Q3bOifYFeP0/99e3Xsr/n92mu9wHHXlPey4v2coyepY8xPinwhEfNtq9xX0Dba6z7a+/Xb898e4Dgx+7vtT9ef729nKq/P5fKeOZlbwHY6/D9HnsXGx89W+/XtM/K9MGx/3vvF+5z4te/B+V9Aaz/rn8++mv/ceMbDcJFqrUbN0mwOZjQCvAIxPjIlwoYqHNASGuLrmbHpwAxkLWSghhDiTIE0/QCrT15QQmPkojNC6Kxl9VcG2JqLi3FrugwCSHZz7mYRKAWAyG1+sNosgtVTMYRmkNKaMV6QRFvStOK3lK094MxtF7U6CBc1IKPIIUq7cHBdeTyCEAbQAPzghaEKFbYWEshBmUahEOCQwPh4xg4HKxYNIRAGoYGvkeGwZmFVoQZmhuKPv05ppFaFlTtd1rah1Q0txNVIcTWeU6lhU+tUhz/IMvGcmMAnxQNUEfTHVd195RiQgjVdowVYSBIK5R0J5IAGhShbt0wRczRI4ix9BXThMegzf6RrWg1N/vInFtH1Gr7MRdacafZLVbam6iUbU0MtOZq/xpbgeU4CFIqoVpgZrpsbetjQZ1EZZFKGlsTn6bfplZb2xqRquSlMF8ySiDKQPai0GiRXRwtKKWabWQoJr/RXMxfncIYq2WgqlBbZ9eqgprQndCeMyUQ1bTjh8H2zBCFIdqcrtlkPrnYjZvDjHVf1WpZKjBt+SDCslqjH4kti5C+0R9hH8b/i0dfyLcHY33TEHgEqA7yeiDYa7h7drIHBi5zcMDQg/weXPfvd5bRCxR7e7k927m/1p7B3+ube2DbA+teQuJ/em16Pz978Onv7UGUgx4/l0tKnO10dtLB2ziOGyDf65x7GYf/mzOmPUPs99lLgHotss+3jx5o+nz153if3nn/7+8DjP3690GQr6PvlX794NHPfV9k64C57/bYZ2769ekLfX1ujWhMT4C97zG/lh5Y+5w5M+5B4DzPnM9nAE6n03Yt/gz4OnrQ4GvQA35fn74RVK/h3gdSHgD0kiQPNuZ5/lJmwJ/pvVe8y2b20pYfN77R32AhQhibo8JCwxvGdksDyNbuvLliOMIRAxzD8MhOGr1cGJIwpcIhKZMoU4QoYZMGOGtoSNIAoBfbLcU6Sd5OgXWtxuRVIRBJ0QojS0vfl0XJS/M4V7EUvNrrm1mdaYxboJGiNH14JBRIUjkOsEwGpNdi1nUqA1XLxigbZrfGKyLCWoWc1ZoDeSMVsDnDwLGBXaEGY4+jKMcIzwY4joExKSkUnt9Ebm8ip5vIdEgM48AwDm2jWsBjDu2RIKF1CpWOCQfI7cPCivHCOBBiQiSCCqWWxw2tVtBIXVFdaf4Zxr4OEyJWaGoNewQweY81KVIrmCzuS2ut7bVYtsBfb1aTxvaWXJCgDKN1+bw52TqnCHESUHi4r4wrrWgS1gpmUWlo3gqFTf6TKyzVHFYILZATS2NoA64xWBCEwCHo1gzpZozMC6Rq4D1nA6GFQK6mD5elTYnaDhpHa0k/xuYYo8qywLt3i3UvPQIxUasx8UEFaiIvMLRApoYKAapkGCpSM0mvTGSGsWVLinVeva5CztZ8alFBs9lFDkTQyHGi3Y8wjmZNORYYR1hWuMyZZE05gVZYLJBG+zcR5f5aKKIkyQSEvH4ozPwwvn7D2eUemMJTZnQvdfAvc1Xd3BwcxDhQcCmJAxI/Zg8IenZ8X7Dnfs57Jq+3Qpzn+YlUwIF5H0w4iHHA4QDFQZUXMcKX3U4csLnmt5+bvhlPz7L39+ajZ1AdcDtT+uzZM549e7Y1g9m7bvTDj9vLUXz+eu2+68Hfx8zvdex9QOF6aD+XX3vPtLpUw8/l+2YP6P29vY7+dDpxc3PzpBkSwLt3754cd990qbdRdGbZ12PP1vuc7IMuL1j1jpS9RAUemfdlWZ5kFbyrpe9nl828efOGGOPWwt6v2UG3z9V+P+w19tM0bYGSy6t69n9fgHo8HrdgwKVJ3nhoWZZNmrQPnr14WkQ4n8/bXL3PQehHjW82CA+BYbBuhFeF2ubVGMWKtCI1p8IFIQ1KaPZxISaOgwGhXI1ilDTgTQW9SNJQXpOAAGvBXtuoyzXzKDVo6XpKNuu7YgB7OZiUoFTrXJkXZblal0WVgObKWgtJFEnKIEpMj8euGULCivAwYD6Owo1CdnG3CEphSJUhWttxI01ND161dRps8hUbxviKYvKMWtDQbraafeNhhJcTHENmlMoUzR/81XPh9jaaG8qUGMfUukpWYmjV2c13OsZorLKYtMHkDYGYBmPaY4RmXbhF4j6XWPForYVSMiUvBvAbYx6iPYBBTKcjbS78QfAvh2YB0oIAawhErs2eMjSNvOD5FNQs+tDCMMCz28jdu3Ur0PRMxBANMOYmDdGqaAiN3bd1z0VboGRg3HINJo2pmJwlYU2brrUlO5qMKIq9yr3IB0PMJvOwWJBWVkDMapNchHUNRDJEaeBWmQKsCud5hXdCKha4DKE5lNRkOyINSGw2iS1gNV37gLW8zG1vWUOgAhxiq0WowpyVMFdKC3ICyhi8QZWx8QDXGc6zcl2VZQ2MY+VCYM0Wvh0PghS1plVrpdSVYQwEVrRkc2L5MD6Mr9lwbaqDgz1D2APlHuA4kHB9dp9K7wFgz4j664EnYBx4Arj9/D3gXpaF4/G4/ezFf14I6sf0c/RFoa419uvrz+3gcH89vXZ5zxL3YH0/9tphf9/hcNj03Q6SUkq8fPmSZ8+ePbEj7OUGvZVcb8/YM+POpPZSlb1Uo88aOIjt9cl73b7/cYa9Z677uehZ+F6e0p/PWethGHj27Blv377dtPz9XOwzHO/LkPRWhz76c3lQ0Bf19iC436M9CO/3kM+HM8zwGKD0mRQvnuxtBx14e0DZZ0T6IMcBfy+BgUdW3e/BvdX3Gn9gCxi8yLPXtvddNG9ubp48R16o69fxVcc3GoQby2nMrel/TVtsUgVYipKqt7htBYbRmOfadLrDFEmhuae4V3iuSDC9ubiu1eXmEsmqjAOkoZkgRoNTqUlXUmodC4uSVdECebXW9FV1axBjlZOBIAZiosBhALS1HI9m5TavypKVlAI1G2BOYh7PhyFyiU13J8pxjCQRk6+IEihNMG7Sh1yUGkYj/hUchBtgBI8sRK0Y8JCE0xiJobQySDMtnA6B440wtu6M02Fimg5E130F153rJumo1WQNQTxdaiDTvKFtTVXNk9t8witaC6rlsaFPCGhsNoeh+YKLbIDQPshCe320PVLMuSbnsu0NtsY9JlkKKdpiY3IjVSWvmZwLeVVqk8kMo3C+2j4xyUSnczSVkX04Ywy4FTfqtgQgpBStsNcDsBY4KE3aIva+IZnN35SMPZ6D0e0SBJKQokC1bI49D1DWiqSIaKBUyxbVtnCDwOGQrFaC1pX1upBQA7SihBR5qIoGy2akKIwj27qqwrxmqJkhVWtCVI3JJlhWAhXWyramMQamiVaA2+oVSrAQpFi8uq5WiFnGQM6BUiBGIQ20QFdZcmWMcEhA65RrNowfxofx9Rr+5bzXf/twINHrd3v5gLOFITxtE++gcC9TgEeQ6F0f/dy9Rrln0r0Ispcm9GzuXjvr7D48ylCcaXfACo9NUpx99tHrsN9X8OhFjnuA2+uPffjxXW7ix/Dz3N7ebvPQe4LvJRy91MVBcC/ncbAOT9nYHqDuteW9fru/n/74fr1+/3uHkZ4F74Ovfq76Lqge3Di47Asoe7DdB3F+3P469jaZ+2Cv30Our+/ZcWD7tz548H3WZ296tj+EsDmi+Hycz+eNPQ8hcD6fzUq5Y+E9u+Hz7HvaMwIOkHtWvwfIMUaOx+OTjEYftPqz5442/pz0+nQH6e4q9H8UEy5K63LIltI3fGve19BIcDXALikiSUw7XozFnKJJNmSRTRJBLmgUNIat+NLdRhSx9PhkMoGqAY0AgWRi2McismCAOS+6yWSoDYS3Y4ZGXGo0zbHFEu1kwtYxMwRhGI2dftQOm3Z9bKsYpHI7CckUBNZ10BvXq2nQl1WoRLS5VIc2cf78S9MHRypjMA34aTR5TAimzU0JjjehFWSGVpA5kdJgIHvTe0fTFPscQgPIrb18sIUTo+EtTlDLFDhAtg6Wnt5rxTLBtf2tiMJB+DaaTj8GtKhpr3GDQmcbpMlU/L7pilWNrleJ5Gze3qbnNgC5ZmOsm8mHSa5bdsGUMP5B174YaRpwfZSphKqWKcFsNKNg62B/MQ62rtMgTMmKcFM0kA8wiJibS1ZiA+4VMX24qZGouVJErPlTsGxKi7vMAWUpBF1ZayXklUwlROGKkDWSUrTGQ0slxmTgHwtuYxKCFtaszLNyXgMhCSlYQKytrsI+LE0LXmorOrJIzuRjqu25a/7ghKav12Yxaa+tavvkMISmJ4caYP7gE/5hfE1HD9Z60OajZ3edtewLu/pmMD0wcNDVg3vXLPv7XM7SyykcvLimFtgYvB4s9Yxvr/92YLcHlc5G9uDNAZaDLhHZWrr73PTztC8G9ff0ILwfDng8W+DXmlLi9vZ2Y8B7J5Q9uO6dOvp77fXC++voQZpf6z47sQfy7xu+1vt78/c6iOvnef+zg8M+SOt9tfd7731OJ/u18LXv//TMOTzaZPYg3O+nzzTs2f0+MHWWuwe4/V5we0MHws6G+171tZ/n+YkEp/eaz9k6ijpw7yVHeyDvz1UfBPfPXP98+Pr5zz5HfU3C/zEgfEj2hby5lmSlZgMiUJlG68pnLieFEgfSYI7escA0KlNsQDkISKKWFc2ZEhKrRORYmUYDcDkr11I5ngyIiwA1MMTKYTKGPRelzOYeEYbAMFRCMCnCEO3aymr+zLGxeBFlGpU1q3l110rBtMNLMavAwzHw7IVyvVNKxphsMYnGYVROkxprOqp10ixmw2fe4JVaKvMaOC/BOhqWQmiFiFWVAYxJViVoYUrKzQA3STmFTC6FIcHpIDy/hVfPA8ebgcPtxHRzYDwc8KLXEIQYA4fjgbK0D4+gxBSJcWwNipp2uyyo5keGGqyI1JGaQAhma2cAtaFel7PEZEyvv1mriUlK0xRRkQCqiZicFTDdMmSTspBZ15nIShU7thDgeGAtZ9ZSWBe4ngvnc2FdrNZgGAPkykO1glwQTsd2zk3QZFr9WqGoafIXhQOVUs1nO8ZITLLdRAjCFCunEcbGeIdo/31VW7NBmr6+ZpONhMDcmjKtWZFrIeTKdRGYtOmllNLqJGKwuoh0qFznypSUYzTEG45HdBEYEuE4kM9X66iKMevHY+D57QCq3N9nXp9X3pVk3VOnwHQQ4mBB4jS2rFEMfPEA16UgwBASUzR5VN3qLKTta8tEpQjLpVBWiKFyc1RiSJS5kKK53ozDByb8w/j6jV7r6jIFT2M7W92nwx1k9LIP/7kHMQ5IRGTzvXYGcF3XrfV6X0joFoWuje0dRDzt7wCnByw+XN/t19t3anRw/fLlS+7u7p4Uy7lDjBe9HQ6HJ+AKHoMH1932TOW+4BHY5s6P25/neDzy/PlzXr16xc3NzaYLPx6PTwDyMAycTqdNTuOgsXfa8AzEno330WvGe+Das+sORPeBR28T6O/1vdLf/95xo2fbe+/0ZVk4n8/c399vloO9X7wz4Mfj8cn1w6PUqAehvQRG9bE+wd/nOnAPbPx8wJP772sOfL+41MPlTD3whaeFq75f+mfh5uZm28PH45Hz+bztQ9eSP3v2DFXl7u6Oh4eHzd/dawM8uPX/Tinx+vXrTYLlLLcHNPusk1//5XJhnucnGnb/+ScxDPhGg3Aj5oSaFdXAnCsiiZACWmYOo4HQWgO5jlwWOA4BBOIAY6zmmNHYuFrt4UjRGoiUWVlL4NjsCCUEjloYxkQaEyDo4oDRCh7nRTgOwjhFc84oQp5NNiNi/tExRmKtHA5mUyhUYrSNnxtHvUpgLlaIaIWZBr6jBIaW4VszCIUpQFBFlsqqJu02j+9IrYFlEd5dhbtZmDUY0BbzSBHDWhym0SjUkhmkcnMQjlNkiP4gToxjYRxhGMUA+c3A7fMTx9OBsl4ZTs+InvJLaZOFGEOeyMvVqH9tkXVpkXLjoEWVNS+WNQBciB/i0JoIKSKRIKbZqapQCyGORAmPbii1IARjq4nEKKyLAUln28HmqJSMViWEgRBXQlGqVmou5HmlrJW8VOalcH+u3J83GTl6Vm6mxFKxoCAYi325KikZ2M8tGMrF1mvJkFUpKZjfuNSNPRcx55DDILy8KRwPQ2sCZPtvOglrNkCPmpe91kipsFTh3UW5vwjrWsjZimg1iQH9Us1G8TYyHBIlV+ZVWUvh5tnAq5cj0yjkZeXyUImD7fE0DYTDSL0uhLoyDsLLj18QorCuGR0XmCBcTPrkq3kYIqoWiqxL4c27mc/PAxAZk7kHzcW6cIagDCOEqgQCx9R81lWQGphGy1MUhOuSmVq8oiVQ8jf6I+zD+H/p6NnKvhDMGcP3NePpiwb7tL2DFJdT9KDbU+kOEhzwisgGaoFNh+tg2EGmF6z5NTuoOh6PT4BRX1jpx4NHb24v6HMw1mue98yngxoH3+fzeWuKs2fZvfV8L5HxZi4OdJzx9r9dI/3y5cutYNGbCfU2hg5oU0obsHMG1CUSPSvqUod+fT0I6IOpnkXt5S+9vr/XyvfNaHrA319Hr+3uGV4PXu7v73l4eNjm6eHhgePx+ASgAlvHVAfdfUDloNM11nvw6eDbMw29FOX29naTxvie7usMzuczDw8PG3Pfy4j8Pj2o9GsppfDixQs++uijrUDy/v7+CRN/OBy2IuJxHPnWt761Ffz6fu9ZaWesfb3WdeXNmzfc399vz10Ijx7mfo194OoBTK11a4alqpzP5ydz+1XHN/obLLc24Lmannpskg7nVGMr9CtVyRmo5lDShA3N19vqzCpWUJcx4JTUHDWuZ+HmJllL7QiSDDQbwmsWgWqpf6q5RaTYxA/VCsqepnsgpabPGlojnwprFi6zYkYSFiiEZJIXc9EwoB1HQ3ra6N8o1aQnLnOggcT29/1FeHMvPCxm96bUVnjagC/GXtecCVQGqZxS4TQETlNhTJDEINCzGzgelKkxm7HZ+AmVFNMmIVEVtGa0tIh7+8Ay8KytY6k0nU+1HvC2KsH03o3GplYlxBbwqGK+LdYF0z6wKiE0KZGaK0iQsP3u6QfbprnZvtxUtUki6ubXXYtlDrQ15ClVWVdlXYwx1laYm4KB4nGIrTuqIhHWVRlHdz9pH0qKtW9Xb1Bj3t/SAiHX3x8SHCe4PQrjZNaEKVkjo6zStOnGlhdptQbt1kJz1KlqzaDOC+iqTFmhZWKGIsja5E4WpTANJr/JBZbZmgClaSCNCYnJpCgouliG5loCUjLrslJq5TBFqIVxSBzHwGEShigsJbAUpaiwSOR0tE6wUkFXKGthnAR3k6kkCwqHCGrzLZNQsv33vGYrVB4iIVgjpHfzb+IHzIfxYfz/OZxVdtaz1xbD07bZ8MgI91KCfRrcmVcHEOfzmefPn2+p+T6l7+dwJtXBZK8V7lnSno33IrQ+gOgb1/ix9zZ/PRvq4K+Xcvh/O1C7v7/n3bt3zPO8gdBewuHH3hd8OuDuXTKePXu2+YDvLeJ6ltnvvfeN7kFqn3no571/bX9Pe8azZ5FdjtOvY88Q92vdv79ff//j79vr0n2fzfP8xAnFgWgPOL0OwB09nPntWfB+ff16e2vAw+GwgeW+8Nj3mcs99jryPiDzoBPYpCB+vj7j4vPrYNm7tPY2k/4+L8b0gML3lGeK/Bnx2gB/nV+fBxUeMPrc9aMvEJ3neWvO4/Ofc36iE/+q4xsNwks1prlWiNEKCXPLvKdobb41GPFaq+nCa3ncFEXFXBeaG0XV5jGuZmsoAstSqdWKOsdJrBAtVyoVRYgRVFoBZgOWw+AO1mD59SbHiE2/LhZACFZMWrOBqazm/R0TUJSojw15gkiTe1jK3hqYKEUUaSYwsQUcSxaWYpaJ7672ZylmbeeNZ6S5agTXnWslUhmCchzgMFojnilBEmPxp1EZkmmT0xC3wr0YrEEMYhIZEfdn76UCj/Pgc9AU0o9FlZgFo+Fltwp0n892FBEkRCgZ/6x81J3Jk/MZCGcLyuzFbFi81kytHUhvH65VqwUGmGynrAUt1bzSx0cf8BSbNCQZyK7tEmpt9yMAtYF8sQBRIYmB5STu6AKnybT3xxGOk3A6RtJoaypieu7aih21KkUrpQYD9rmyZm/8FKzlO1YXEQQWuxziFR7ulUMphKCEYICbtZBnq4MQDaRDIo0jMQ2IJAiJOEyomGVlkWigPAzEMXEMMKSV1Bx7xsECECG1ZRemFDkGYUqCVKGuVisxDHb/KmxBWYp2jyuVOMGslSpm+YmHfa34c63v11x+GB/G/5PDWUbXb/dFaA4cHBj13ffgqYdyr0nt5Q5grKYf35nFvQ1dDz5dNtADPT9WD+57+7ZeMuCSjf7nHpj2RX0OxnoAW2vdGEZnR11O4NfSA3F/X3+MPQjvAwBnunuZRK/x7sH1Xl7yPv32/ucecPYAef+eH6Xh7sdeouKv7cH1Xo/cn9f3mAd67qbTO4r0wZ/PYV+cuT9mn23ptfJe2Op/vAGSz2sPnPvMgT8DPUPu5/Tg1OUpIQTevXv3xPnEj+MSD2CTlPTZjJ6579fTr3FfSNoz2X0dgAcEnmFweVIfVPT7sS+W3gfM+33xG41vNAivjdlGDVxqeCzMTBIorZV5EWueXapSsuuMzT3CAI1ZxJVqgLoim2PFupiUwBYbK4IDKsaEG/CsZIy1LghTsoLH2oorJRrQ9eBcKgxDYMWdK6yDogQlDWJWhAIDxhLGYMBXxIA3avB2iJWCMbXGwAeuV+XhCpcM17VyvwiX8pRFDkjr9OkgPDQrPLWW9IMBweMkTIN1jhxTYErZiu2CyW3SEEiD/R2j6cBj69Zo0hsD3FY860WY7cMGup8bly/tg1Bt7rRVGJayNuD86HryvofD2HJw1vxRKN6Q9xMADrVkC8TqdjUWuDU9uoiB8LpateM0WSC0Lsb2m62fWUQ6QEakdUptH7BatwDP2GqzChyTZW5Ssxp8cSucJjiMMDU2OQaXtIjVB6xQi2z7PtfA2pxF5rWyFmGtxjy77SFiYLUuXgRZeHYSTsfK4WAdMMtlZVFhGBLjEBimiZAGAgk0oARSmiCNFrzFCARSHEkII0JdZ2P3k1k31qzEOFrGRcw1aBikBR5Y99PV5ES1rU2Mdm/SHG2yVoYMD6VQirJUgRxad1pp6/zUCuvD+DC+DqN3G4FHVrcHQz4cvDh73L+/1/Xuh7NwfWFkD3x7IOgMnv/dM+N7JtgZQE/Hu7tELz/YA5i+6A0ePdB7mcr5fOZ6vW7OHt5KvJ+j/k8PxpxJdQB+PB6f2CX2bef9d33h4F4W4vPUBzW9g8b7rqcHycDGpvbz3UtY9ix7/97+v/tj+7z3RYz96AF1z+a6BMk7ZDpL3Ad3fSakP09/zB60+ny+ePFiA7/+x4/T1zs4GO8BeO/i0jPPPVj3a1bVJ0W1AJfLBZPDjpvTjQPwni33f/Ogo88KeWDiwVl/HX0GqN+/vV+9v9efQQ9k+mySr8X76hh+3PhGg/Bms0zEmnmUBnIQhVKZG8rNqpzXSimQMJBYggGWQJNuaJO3YGBUVNBoTiLLHClLgKFQ3l7RmEinSJqENIjZxA00ZjKQl4obQDRSlJisC2FVqFIZJtPu1sbsaVCOJ7YVEbHCM+sIakV4AUjB+htWgetsxai6FmoIZAncXeHzB3hYlGtWkEQI0fy6qcTGwo5jbLpaY4tjUI6xcjPC8SDc3hgAH5IyDsLzl8E6zVSTs4wHKxadxubkMSSGJhNwoB0k2OIEkwil4XG7hY69DvERPAugUhuI98hWbCZFLaKR2BxrmiSlamNRHwGwaERa8aOx2k+j/pLNv09zaa9xqUq7nmrgd5wi00EopTWFqpXbk7CuQq4eTNQmKzHAabepzTvc1lEiDEB0uckEN8fI8SCcpsCL20heaws+lPPVApRSK2sWrpfmJ569yBNKzVQCRaxbauXRttPAqWV7QgsAZjXAflkiN9fA85vKxy8r83klXSs6RMI0kO8L0ynbjQwRnQ7cvEwMp4kwDPbA6GqFtSGCJNbx2IJOBamkoTKEqdnFWFAWBGIIJKkMFFIFsqDF7C9DtMC4FqXkYG4tBXIJkITpKJwfCmupXDJUNd35h/FhfN1GL2PYWw+6vtj/3S3OeiDXg+4eLPXactWnVnVv377disS8eNG9i/3870uT91Z1wOY64UPEikB7RrkH4L0sxIGuX5MHCSGYxdy7d+82PbPPTa9Jd0ANPGHcHVAfj8fNftD//aOPPtqAnDPCfRGeSxF6AO7n7rX0PePu97OXEfVz4n/3YHrvOOIstR/Pf+eBmN97D+icJfb/fp9mv5SyMdMuA/HCxX1zJH+vz6+fuw+kPFhxptv/eLFrz2Y/PDxs1+D69B5895Kjfr56Zt9/9vlzOcc8z1wuF25vb/noo494eHjY6iWOxyMPDw+bvt/X9dWrV9ze3m5r5ffVy5n6wMiDjD5Q9T3q73NpS+/GsvdS9wDHayhc89471HyV8Y0G4Vq1GTOb5ZrEQKxKqJUYlfsVtMkwemWEBGsoY+58JjepzQZNxQCuSkBDIC8r54fMmCr5WpnfwEXheFN4/qLy8U8FJCUWNXvBKJUgiWUpBqJFGAjMWVmaXMX11CEJlwvIVWGwc6nr0xWGsbEUKKEWhmTMZS1QV6VmY9xLGFhK4G4JvJ0HHuaF62rdPYdBUG3yAxomBkvtazsRhSTmUX57gNsb4TCZC8aYYAiZVy9HlnvQXDZGfzxMpGkkjYnhENE8NxF7BAntA7Q1K6AiYo11TC7/6I9rnTvtWnIp5qvdbOsMVYetC2atkJczIWSGIVqzn5ot+AoRIRqzrgshJqKobQINqPdUV7PsK1kouWktQ7Qup2oA3J+hdcnkJvWopTImZRwi86w8PBTma2BezC5Pm2XhWiKqK7lUrqvJlsYUOYzCkJSXt8KLG9O+q0JdK6/fVnMg0WavKMHaz8fAYQq8uFWGyfZDLZV1MXa4qGm515JYsvJwLdyf4eEK52tlzaYPL0DRgGihSGJelXdn5f4S+eiZMo2VIVWu1wKaCW8uhGYliQy8voktSxOR4cDz75yYbp8RhmTFz6VS8sqQhJgMWI/DwoA182GcIE7Wdr4qmUKSiTRkJK6IFjQms4KUykpmKcI1KDoUYssMTROUGaTY3u9dHD6MD+PrMvrUfK+VdfmIs8D+Wv+7Z/l6mcBeq+zH9UK16/XKmzdvKKVwc3PDq1ev+Pa3v/3ESs1Bh0tC3GHC9bQishVtxhi5XC5bsZmDcgclzkL7sXtw5wAcHrXub9++5eHhgcvlsp3P2fseHPvx/Fy9VOD29nbTfjsQCyHw0Ucfbc4sfXOW3qLQHWB6mcPef9u91R2A9QAbHotKe02536Ov38PDwxOg5/eyZ+D32umenfZ57Jsk+Zz1+8GDNwfqDkyv1+s2175uvdOKg2TfB673TsmaHD1//ny7zmVZ+OKLL57YKXpWxJ13nj9//sSpZm8v6Gy5F2f2MqS+JsIZ+2VZePfuHefzmZcvX27X5+3sv/jiiyeA+dmzZ0+kSN/97ne3Womerff58Tl2Bt3f64W3/iz0Bc99jYH/Hh6188DmQtRLwr7K+EaD8BBCs5+rbjsMtVJWWGohZ4FglnWKsk1jU0doMYZzWWBZzM6wRrOUC2KFelWVeS7cP5g7ybKYbSAC4xBYF7DGIcbGBhHSECHQ/KGFNQtl0WbNZxcQRKEIIVZiqhxC4N11tVbdquRqDKbJRkyqYhhSrDVnrmg2K76lRC6LseCLekdPc3lJUaAoQWrnGS5IbWAPk6SYJzVMowH3YRDGKXCchMNowvoQhThEDofI7YsTh9sbxsNAGpKB/JgIYWwPcKXUDKR232GTm7g2Gsxa0vy/273R1gZLAwRGIDStuEDV5jOuTUeuaOuUae+15j5VK0jzeW/ON1vqxCU4QYkpGJMuDfBvH8rmSy3R2O7agoJ5VkSVZbVi3yW3ZjlG/6MIuSlhLMMROJ0CpykZgE/KcUqkUDcWn9TsAifrADtNEdFKSIkYIjFFhkGAzLIo89UaS41DYF5NVkSoSII6AAdrlpSCcn+FXLxwFapEspoIey2CPhhIvz0ox6lyGAvjGKmlILW2hkiV87npvIMQ44poJr/MjIeRmCJEyMtqTHgUQlHmYjrxNCbGm0A6RHIu23xpCkg8AANoIYhQglLKjGAWpExWB1EyhAxFClGFKZgF6AdJ+IfxdRx7jWrPrjn46EGnbJ9fT7sYOtPtgLR3F3Egdnd396QLILC5SfSMo8tC+lR+36a8v96+oNSL+BwIeiDhQMjBl4hssgNnTl1f66Crd03Z+3H7/fcsYs+OuySh14V74aG/5ng88tFHH23Fg36de9u4fWFmz4D2cpP3XV/PeMMjENvrmft76O+tB3EOPnuA6yC9Z+H3LL6vzR6UA0+yEH2Q43utZ9td/uFA1Bvm+HX6fvHCRc9SOIDtMyG9zaR3l+znqfeuDyFwuVye6Kn3DLprxPtCUGf+e7nS3d3dk8wMmIzldDpt6+/70O/N9/A0TRvj3zPmPh8+Z/0z7PffN9Pq3X9+UknKNxqEp2SFkbU1PREvWisGkgAeW7Q0BlhNhy1VrBiyCOta7b9rADErtyyV0Oz51lyZr7J1vszZFuoywfUqaHPFiNC00YIkA421VqoISQ2cKMZgVyqugAhBCLFpmqu1ObdmQ9VkFsFLDrWBcJPb1AJrDlzWwP0s3M2g0RhwCeZQkUQJ0aQsqMlutMliGsdMaA1/xsEUCCnBOAVrFDNZUx4aM384BG6eTTx7dct0nFqBZjRnjjQg8piOK6W24kv/AGkLt8m1g7nVBGWzKbRV2iQtBCvUdAZdpKLDYPp2seBKGgD26KrW0s7rgYZ2DHP7IGt+2SLJJCClBUnNrSSIktW/DKxQVxWW1YIgb1Ff1bImDsIrYft3REhj4FWKPD8FpkEZI3Wm9wYAAQAASURBVMQQKa2ZVBCb/xTFtOCHwOFgTY62lq0SkBhYl8J6NSnNsipDsCAgZ9PQVxVqc+gZkpijT7ZAzjTwkCXYvlQBDZybrMY6xgpKIQ0JrYt1JRWbt5oVkwsJSSoXlFAzchrQwwhToqz2ZWLPV2CebZnTUDleAjfPIIdCEatM0CHCOCKteloUci2UtUKFSGQcTOJSohCShdpVIocilBK2QuMP48P4Oo1918Be9+1f2D0460GSF4c5q9yDX3+fgw0HuL02V8ScUy6XC8AGTnpt9L6QbO9J7efqgatfQ+/AAY9s976gtLfQu1wuT4DnXovu19GD8L0zR68L7p06VHUD5W5p10sWHFT1zH0PtnuQ2v+7Bz576UkPhB1U7se+yLRfW5/vXnbUH8/f3zeR2YP6PlDxa3Ym10H9Xpvur/W1G8dx89XutfN9FsP3i2cU3J+8v2b3x/bszjzPiMhmvbjP5jiA9b26r3nw+3H7TA/eXIbUB609g+4/+9oty7LVB7gnfP87YLOz7Nl/zzK5s0ofIPhz2Qe0HpDsn6evOr7RIPwwwOEgrGtkbnNc1YoOUzALOP+3tSolPhZulhpYFmshWIvJH0oxqYcMSuztDBXKUpmz6XIvq7AS4Bw43EdCyliL7cgwRYbY7PesLg+tEDRTVrNVK9m6FZa8QjUwmIkMoyAxELKw0grYqstmIIZCIJjmt0ZyFe5n4c1VOC/WybA2pthsCJWgleNggCUXg7qhdT4MNMvEYDZ1w2BtwsdJuH2WmGID8gGmSZjGkeOzI6cXt9y8vDWde4ykZLIJcyMpBmZDsySqTcutgVIM+LncwsZKkNRYZJAYHicNIUSzrVOVFolYAaHpRfzD2hkMgEeW3a0QwewRY2iuBWSKZFD7d5FKrrkFAObbrUHIc6bMtjdCu6chtcb2agWqEdAQTL6EeXKH1tFxiMLtGHh+EsakDK2QNUSYhsGs/JJ1F62NpPcizqLm7rNmA/xFlbzCPKsVadbA+QKXRcgZajFf9DlbQxzzI48sWZgijMn205qVa65WrKmCEjlnZT0L19zStCJQgjkODYpGbbImY9A1CIda0WsxNVhV8ppRqVAEzYGcQePA5arkpTDwwLe+vTI+sw6zpShnFY7jYJaXofmAV7MiLDUQ4sirqQKFFC2LcArCi1Og1kDOkXHHVH0YH8bXYTgr2zPZzkq6XKEHnT0L69pYeNRFO7DytH8Povu0vmujh2Hg3bt3G/juGcy9P3MPkhzIO/DvNdPOxPft5fdgvQ843L/amdl9oSWw+Tj3zjD+t7+213aP47hJDfxe+kY9L1++5NWrV9vr9/IeeJRm+Hr4nPu89Lr8vW64Zzj3AYq/5kcB6z3A99fsAbnPRc90+/B5cbDr/+aBRg/A+yJRX+8++Lm5ueH29vZJkOPz6e4z/b7cB0l9YapbCDpIdS23/+x7a57nrRjXJSI9+Pd95/Pkz47vcQfdDnx9b/dr6zUXXtTp8+TPka/1+XxmXVe+//3v88knn/Ds2bNtHVT1ieXlXsLjWQRfJ//z/PnzTSb2Vcc3GoSfF/Ow1mbf1lw3QWAaW1v5KuSqxCJoVGtRb73gWZrHstkRWhdBcyIxO8GYlCTBfLJD8xbJSpLJuic+FD7/vDJE5dmtcDgVDqfIs5cTxxMbM28OG5lcbTETFc/coxDUgMbxJpJXA1tDMJmBOdgpQU2OYnZ0wnmGt/fw+ixc3RXDdW7RmNwUhLF53GmzfzMF9iNQBZhik6IMMB0CL14mnj0fGCMM0WQBz18MjMeJ6Tgxng7E2KQswby9TfqRcOcSmh5e62MzpBCB+pjykTCY9V1tYLlzSTE8bfptRJrMxK0Kq1fg2h9xZ5QmSgoR6trkJQYSEUFrAClNUiHEMFjxZha0CFpymxsD3jFYYBCSBUf5Uk2agjVSerjC2hjdaskCAq6tTxymwDA2ff1NYpqiSZW0oMUitFyU5WIstnaAMjQfG2IkDpEoQsqR6ZS4KcqzrJRcuMxi3tlZWSuc58rDg3C+KA+LMAyWbVhySxZUc2RRZLP3y2thJXBZ4P5BqSUwBjunRHuehsnuzQh/C1DvHxZStHPcvJzIm897YCkDmci6Yt1bUR4ulRIzGmEpwrwIr06VtTn+PCwQT4nLUqgZEivTTSDTsg1hoCoMYtmRRYX7JzaYH8aH8fUY7mncM8dgoMvtBHvZyV4WcblcNtDTM8e9DMDt1vw9DnS9e+Knn366AYPT6cTNzQ0fffQRp9MJeGqj2MsAeiDkf7zgzwF4X4ux1/5er1fevXv3pIOma499Djw4cIDYWwn2oLOXoBwOBz7++GNevHixuVmM48irV682lvbm5uZLHtd+vl7O4YC1B2/9HPTgrme/++tzUNtnO/rAxa+hB9L+8z4Q6CVDDn59jfyPA2J/j1/3vpDX9de1Pjbe8eGFly7lmaZp09l7YOj37MFgn6nph6+hA+PT6bRlenLOGwj3efZ96QDdveiBDcz72vn99D7c9/f3273369rXJ/i13N/fb2v46tWrbV16+U/Paj88PGzH8/t+9uzZtk7X65Wbm5st69SD9V4e1q/rVx3faBC+LtZuPqiBTgNIlkJPYzCdaRIGFfPplrql/xFYI0htEhIxp5MqheNkDVKC2Xg3xtiAXFkDopVSKmuuyCroGDjfK+sM14dKWQvluTBNlRgrUZtsIjXwW5t/+abTBaSw5kAtSqq1aYCBYh0uBZMgrGvgPAt3V/jiLMyrSUwAUgrGnjcbwdQ0KLVzyhasENX+2xlbOBwSh6NyPMBhDEwDnE4jh+PA4TgQJDOMyQBhMreWGKPpsyU2oNwkIdL6Jmo1O7vG5NsD1OsA62YP6Nfj/+ce6oTWCTMItRS0NMZks0ERa7JTTbusTXYS0sEwvBZLZbR29jTlSoiBkldKLZRSycVYfKRJYYB1LixLNQ323K4rsMlNapMRaQuYYoDDFHl2IxxHk4OMk2wsel7VdNN4wx2T3hCUaRoYhmR+61iXTbs3m18NgZILOVcr+r1kLqtlapxBz1lZFzXbwiqsWRvDrm0NAiVrk9BYLcBjfa7tzVmU1+fA7WjNg0bsmaEmCzKCMk1CGBLrrCwLxKuy5hUdImlU4iBkRoo6iLDswLwo8505EM3FQsIDldq8MrMIy7lY51s1F57LxYKREAMxFbPUjLaHpbZ98mF8GF+z4T7D/uXv4M7T2P3PvXTB2dhe6uGsLvCkXXjPvjo7Co8MpTONwFasl3PmxYsXTzoWOriHxyLLvjCxT7MDm4Vhz+b2toMPDw+bTt1f03suO+B+H7hzEOigynXKNzc3T8Cja5k9oHA3mN6qrg9s+mP6ffWFmHsJwR5I7WUoPu99wW1fZNivbX8MeNRG7+e1f0/vHd/bOPo9zfO8SUBcWuHX4cfbg9ObmxueP3/+BIDvj+d7r3+fM8L+2vfp6fsMijPM/X0vy7I5oPh9+XX2GZ1ef72XCKlagyd/Blzu5XPosplhGLbzuROPS2D2nWh973sxaF9Yud9H9/f321o4k+7z1Teu2mcvftz4RoNwc7egkaHSwKcSo5kxlBXAWMbmlPfYnCaY9V5t5KlWQ1GlVg6DAXClqyq3QxngqYpWA5D2GqG0ur+aKzGaG0e9qUyTNrcP3cC/YtrrsrSgQY1dVMzOTpucpeF1pNJkFYE5B+5meHuBh0VYqlAApAFwCXgTFmmYeNPEN9/uquYVLo35n5L5lk+TcjhYceY4BsZjYroZOZzMkiLFSGzSk5isNf3T9KIB4tA00kptrHZjtPEHzn/wSNJfzxOrP2PTYwP1VkhJk2n4Pdn/mXc4bmVIOyauEy/2aul06YBWkwSVXEzzrIVNtq7K9WL/ro1kSKkVOIqx41NbpxUrrByTmO3gBMMozU3EdNplsUBAgJjM7SWmQEzCKIHDzUQMZq9SS2VZN+NxFLMmXJfCda5cr5XzuXL/UFizMeFLVi6zWRteFrguMK+te6zvHzFwXlVaEGDHjt5xtM3s/aItSyNECUgUj4eITbsuans+r3aNuVRkFNKqxEEpMZKx4CQFy0BdViuCtoZayjQIeVZIAUmRkmC5WiAUoz0jilmGxlhNw6/CFCu1ZYnGD6LwD+NrOBwIw2PjGgfL+6Yq7/OadqDdM2y11g04wdOCTv/i763iHGC4BtbT8Kq66Wud2e3lJH1nQ79G/7uXd/h5HdB4caj7gfu19Cxy36ioB5Z7qYP/e1+I6fpe13+7nMI7FfaWiX3TGR97ffReJ+1A732Ms79+Xxzp19kDxf61+//uf+412+9bT2eR+8JN/93eXcQZ+f3eccA4DMOTAsfevcW15L0G3F1D3BKy3xOeKen3uss/XILkQZj/zusCep94vxcfziz7GvUBrJ/PM0SHw2HbT75mDsL9mvwZc+eYZVmeyLn8eQwhPHF08QxC37re3YL6bJTPbV8Q6s9bL1X6ceObDcKLOZZoMF/vFDFXj1GYDrAgVgDXmuaoGosdsKY3p8m+yMvaJMYpkHNgCPag5ApaKoTWztz+zwCbU4jS6EQJiJiP9jord61A9HRUTlNtILxdR1VSUnRlk4UMomgQ4iAtwW6uG1Uf5TYiwiUH3l2VN1eYSyAjzRnGQPogpol3bbSBb2MwjY0Wd3UkCYxROIwwxso0CIeDdQY9nAbGKZFS03ynyVjzFBhSYDyMDfCHxhyLsdahffBJMJmJw9r2l2ofIbab9w9D3LUkbMDcnDGah25oRZ9VUc2NtbaCSS8I9eNqrUgYMGV8Cw4wD20v1IRKLSulZKxBpunMq1ZyLlzPBdSuISUr9FwW8wufBuGYWrGmNleTMXCcIjU3bV9Ra9vevONTNL39NCaGIXA8JQ7HxDAOTKcD65xZ52y1B8WAd86VdVWTl1wWzmflfKlcrpXztVqLeoW1NBA+W7HmWs1Ex7INBuUlCFmtsDGGFuiUypjMDcX2m3BdS8vSWDfUY7Q5jQGGZFmifKno2oo91WRdkgtxhpAyOVVWiYyDMCZbszUMpjtXGKJyk4oFr2KIugiUJXM8WQHwabRNMbVgRYJJi06DPU9LUK6N2fgwPoyv03BGzUFV3zzmeDwCj3rvvVd2CIHj8bilzB0k97pqB9q9PtxB0p7B7UGegw2XD7itWv8aP5cPB3Z7CQo8spdenHd/f8/9/f0GHHu2e88K9//uDOv+nO4H7iDcwffxeHxiS+cZBpet9Jpy/9uB6V7yspeZ/Cj5xV7TvmeF/b09m9vP/16y0hcC+uv7+Xlft0kH5/f3908ANrC5f/i8+LX4PLpVo+89d9NZlmWTbrgLyu3t7ZP5vl6vTywRexech4eH7Y8XBLscxu/D3/+jmvb4nt6vR9+h1e+xlxD14Nf/9NfZ1zrM8/ykJsIDPL8GzwT4XPSFo64t93lxsL+vO/Aah/75+XHjJwbh/+bf/Bv++l//63zve9/j+9//Pv/0n/5T/ugf/aPb7//0n/7T/L2/9/eevOd3/a7fxb/7d/9u+3meZ37lV36Ff/SP/hGXy4Xf//t/P3/zb/5Nfstv+S0/0bVUAsVlD1oZojBGZYhCkBHhas1oavPHjtG4vigQhUOohIrZoqlQg3VLDBhAnUZlpjHi5TF3H6QwDub3rQhRrJgtpsZ2CKAD1+uKULk9wPEUKQq50lq7KGkw0KkKYYB0HK2L45q5XiupIeUqkVUD53nhi3t4dxEui7AiqHQpxShEzRRtnuARxiGiah7URm5GY6iDbiz46QCHsZgMZYocjgayTzcTKQXKspCXhecfnzjeJAPgQSi1dZeUlk7FJBM1tHRqsyV0oBs39xQDr1qbXGVzRvEPQdcem648azFJhjaXEkBCasEGVC0NZKaNya71TEyRWqp1bwwjGhSiceilzFtWoxaXxQh5rdy/W7h/O5OmyPFGKCU3RxIoAtMpEmMrcE2JtDRXFWCeC8tSqBcDm6Uqt7cj4wiHY+LZ85GPPj6ZFeRkX2zLdeHdD99x/3bmfC7Mi33gPlzg4VJ4OCsPF3h3n82vvDbLzYB5cNO5rARFEqSWfLguZlvpc7dWJWsm1cAYhUFgEjVrzgpzsb1fFR5WI9DHCWRsdp1XZblkDjEQiAyiRMxm0tyGIBQo14xIRQ6BOgqLAqNwMwneufU0FE63I5KSdahNMN5OHKfA2Io1c3YWqRUGiXCuoclyIpf1G80jfBj/i8bX6XsJnhbhOch1wNiDzl464GDWgUKvMXUw4Gzl0AWfvY63P1YP9vy8DkA8le5Sj5757l/vzHiv93XXlR6YXy4X7u7uOJ/PG1B6HwPeAyh3unDA3jO3fo8OCl0+cTweN3a2lx1861vf2gBSL6fpmX7X3vf2ig4Kfc57ecqezeyDCgf1Hhj1a9Gz7f399vvMGdPeQ95HL7HopQ3ekOn169db8NTbQIL5o/fsbO8Kcr1ev1Sk+PLlS8Zx5ObmhhcvXvDtb397CxRDMBvBTz/9lC+++GLLcPj+6cG3Szl83/Vgt9fk9wy86839fX132F5W5Gvoc+3vhUd5lt/f+Xze5D59psKDmb5A2vefB28ubRKRzWnHA7cQwtY5tO+82Uu2+sCpb3b148ZP/A328PDAb//tv50/82f+DL/4i7/43tf84T/8h/k7f+fvbD97ZbaP//v//r/5Z//sn/GP//E/5uOPP+aXf/mX+SN/5I/wve997yeydlEJBmhVOaRW2KEZ1mouJGtAGkhWNUeIEhNRC0NWhmkgpsIqFWngWEXJayBXoElEDpOB/aymF05JCAWIyhAVgkkzpLWWpypLXkhFyQLLFR7O5luem4QmRuWQlGGAOAQIgdPJCvJqCVwnoVRhXQKX+8LlvPDDe+HNJbCqSR1UrUtmwAo5pwakQDZQVqoVxmlzCc/NGi8Ga5F+c6RlBgKH08Dti5HDzcAwWlfKIQXSKVHmyHg6kQ4H4jgRQ2ha97plBEJQK7RUpZaFrVhSQEI0Nj8IQaLVUlb7vfl0W2GnSVcypUDQQAhTk7RYcWSMTdNVF2PCwTpCbilNc1aRNAKCSCSkiRAGasntOiNpOJLXmZhGIJEprOsFyAiZIJXDaUJZmYpATAwExmpdKLWx7fPa5ECqSGvZqimCmjzldAp8/FMHbp+NHE8j42FAVLm8O/P6hxeul8K6FuZVuL/LnC+Fy9VsKh/OJjdptvSMgzAvlYrpuucVpJi/fanKvKr9W5PdqCk9rIlQk/mkqlyzZZEWBZkSi1bGGDgMylQr12zselHlvCiv70DKam45AaZkVowxmPd+kUAl2vw2wF9NkcW1QLzCYYLnL1Ze/dQNwykRUmA8DAzj0KRILVsR7XmQaI4zUpScrRFQKYVVE1OsECtLEu7Lh8LMD+Pr9b0ET6UOvabbme3eptC/vHuGew/WgQ1UuQUcsPkmOzjs22s7kHGm2IvJXCMbY3yiFXcA4cVuft3upCHyaN3mDKoX2r19+3YrnOuvwa/DQbDfh7P//et6Le40TVtwkFLaGhC5nZ4DtJubG+Z53qQW3lK9t4zze3dw5ufpA4W9ztnBYV/Q1wPG97HiHjj0loJ9AOVArS9Q7cG/n8Mt9fpAq5eAuL7b91NfDNifx+UUfq9+zb73b29v+fa3v82LFy+27ALA27dv+eyzz7YOkMuy8Pbt243ldveTvjOkd1n183thsq+rA9N+fvtnqg+K/Pk4Ho9bMOTr17eT7xtU9Y13XJazD4Z8jjyD5G4n3nXzW9/61uYt3rPdvZSsrzvon5k+I7SXQf248ROD8F/4hV/gF37hF37D10zTxHe/+933/u7t27f87b/9t/kH/+Af8Af+wB8A4B/+w3/Iz/zMz/Cv/tW/4g/9oT/0la+laGCtDRCpsdWlWgMPaT7axqi2VupBSaHJUaRZAIoVZWpj2nIxNq+05orjZOJkk3S0BiICVUzSEII0F7xHiUOpZnVn79TNx9l8uc2b/HJRclKTJ0xKTCC3lSD2uuMhsBbIq5Br4Jojr8/GVFYVqpgfNWpAVKuSm/ZaUAsg1Blns7grTWYsrrMNEMXAvr3QgKUxw63NeBSGwViLsX3AgbHJj1q39mGHorWlIWtBSaaFadZ/1o2yujwZ66IpT9dIpGUHbAFUlRDHtpB2FtN8J7QWnniCi4AD5K0laAuMWrBgWnFtxw+EYIWxSsZvJQQhpkAuVrRZq3VSJUazJGwgtjS7vrrafKckHI+RcYCYIuOYuLkZOJyiWfCthctauJxX7t5cuH8oXK6FZVWuVzhflWWx/VI0sDTXE8s4CBUxX/BibPi294Gipg2vrYjA5tHYeFfhB8HccZrWHELrUGp+26L2TEyDWR2WYu+/LPAglTDCMNI6rtZNZ49YQGY9nQxQV8zz3jINpqsPQUjTyikLh1tBDpa9aTop25MCkUJQsYC0SVVC6zBb10pZLZiqNH/ND+P/+PF1+l4Cti97H72kwAHAXl/8o7TGfiz/wt8XSDoIc9bQgcc+cOhBmr9m32LbZQoppQ3UupeyA83T6bQBjx6M77XLvb6693Lu9dY92+uguJeN9GC4Z0sdwLr8xBlwH3uJSL8Gfr+9tt3np/95D7J7KZCP3omlH3t9e6+B78+xl73stfJ9kaf/7QFNH3x5lsMZ356l9ffc3Nw86XT57NmzjTn3wsqHhwe++OIL3r17t+m3nWF2mYfLpHpNuv9bzzb3c9qDZ7/evQa/v3dgyxL06zUMw5NjzfO83Y/P1d5XvV+fPtDt3YH8GO5H7mC8D8R6N58+OPM9MM/zk8zDVx2/Kbncf/2v/zXf/va3efnyJb/n9/we/spf+St8+9vfBuB73/se67ryB//gH9xe/9M//dP83M/9HP/23/7bn+jDLmtoDUaq6VkrNCO1jQkMjZ0Wc3sjYCDcABvNFs7+uxRlKe3BV9BqIA2MwU2NKQ+i1NBsEZs83GjeiopSNBKjklIlBNOt16oMSc0FgsA6W+Mf8yYXxtEAF8GA0DCIMf2qLFk4L5G7ayWrscK1mtQBtY6RVawd+BgbCH+UwpsMprlihODNaJrLnyoF85jOqxX/5QW0DG3OWsHD6cgwRAOq5pSNa8KRpsEWKKVVcmtrCCTe6EZajWil6mOhaJIEHaAP0rpjWoRhRZDxsaK5Ua1IjJv7xiPYbjdWHcSzadGhMfIEA+W6Gvsu0Cpf3dGQGAIpBea5UAtUEWqrdNUWGOSirFnREEzak6zRzouXiZuj+YEPY2KaRtZcuZ5XlrkwXzNv31x5d5e5zsZmL6vZ963ZijhV1XzHxRrxrNk037my1QnUpvlWbWWqYoGjS1VEhJgG1pIpakC2qhIRRA14W4BYKSmwmlcnSZQ0CLk0Bx81K8PLXDkEhWSZJ8WobsVkQiKVFFuASpO+FOsuWoG5KOU+UnTlclFur60zGSZnEa0kDUwixFKtW2wQakiU4GsAoZiPeCZRNRCHn4yh/DD+zx3/u76XgCdAqNemwiMY7sFmX7D4Pj1yrzPdFw36+3vw3TOiPePbyz2cGd8z7w4m/HduJddLW/w+3M7NNcD9/TlQ+VGNf/YyhD3g7K/fwaBfl4MfB5fO9vca494P3dehP+YeOPeg2eexXxM/Zg8W9/fkwVCve/Zj9AWo71vrPijxn/e6cWd7HRD3x+6DDZ8jX6/j8cirV6+2ufLi1pzzZhl4uVx4/fo1b968eVJA6W4n+2vzYl8H5j6//Tz76AG7z/s+iPA59J/3z49nGvpai1IK5/N5Y6n7tdwHLj0r3gcK/fP58PDAy5cv3/sc9vupl6n4vuiLVvd76Tca/8tB+C/8wi/wJ/7En+Bnf/Zn+bVf+zX+4l/8i/y+3/f7+N73vsc0TfzgBz/YvBv78Z3vfIcf/OAH7z1mb58D1s4UrDnN4LrjWs3BIRlQrCXT1NxNOmBFZClFqsEEYggbW1eqkrOwamBI1kFSGoiUEAjBwKLmKzE1j9dcWRZj76zBSuvRGITjmI3hjq3VfetwqFVYsunBh8H0sXk1ZvfhAtMYGIb2QSSJXAp3l8pnb+11cRpZSyV75TlW7KhCk2uAaSKc3C6NmQxUtDXxYZsTUdAorAqXS+XhLnNzG5EhkqbEMA2MY2QYEiJeONGY1WhA3SjmBnqrtjktrKu5hHimwh9JVW3z6p7i7UMuxiYPaUw3ChIt2+C2MlTE3Lwb+LX7VawTpKg5j0DksVPnBGrNeKTa+wnNXtGZ7xio2QK1YQzkEpELjLcjelDSqqxrNeY6V+bVurJqqDx/NnBzEzmdIs+fmc3gMhfO58zbu8x6zVzOheul8nCufPFm5f6hshZjtddsWYpHr/DA0oIm62QJaw0mpyq1zWUw1hvbe3ULLC2gQoRYaXvLCnMjavrrtRCbvWLNjWESCwCWqhwEUggWbDat/FIC86KsAdKAaeu17XsKKzCkZD77KANQgpAVsqq1qidwuSiX68IXn8+8+eyBT749cnsQbg5CepYYg3AYhGHCijGjf4DDmoVJlbfVtPulVpAPIPzD+PHjN+N7CX70d5OD8J5N8zR2z4qDfR56cZwPf52D1L5Aswfse7a0d7Fw2cqe/e1lG379e42ys+zLsiAiX7KGc3DkzOmyLBwOhy+BNWcl9xIReAS9/b/1umwPGGo1N5C7u7utUY8z4H0rdb8/P05fmLkHiT1juWeoHVT17KkDwPcBs/79Pt/O2va/63XK/ev6Attez90zsL4uHhA9PDxsdoMuGXE7PgfPIsLLly+5vb3l5uaGly9fPpEgvX37dnMzcY23s+AeRLi+vw9aHGj2xY97Zn6vl+73oQcGfo1+j+5p7vfve8kBsR9z797j8hXvkNkz4j73vcWiB2v9H9e/Xy4XPvvsMz799FM++eSTraX98+fPt+xQ313UnxkPiFwm02d+ftz4Xw7C/+Sf/JPbf//cz/0cv/N3/k5+9md/ln/+z/85f/yP//Ef+b4+2tuPv/pX/yp/+S//5S/9+xBgCJVRCqO0Fu3evCNgwEqFWluko0pxmYIIqXlP51zJWVmqIdQxuUOKgWYJZssXBAO/MpDXtQEBSGNCtBpDKMrxaFnyUppEQIHqDx+MY2VILZpcq70mgkRjeEWsbf3lrvD2TeXtu8r9xc5V12ye1h7xN2YWsdS+M7WmkLHgYl2toM1kKxWJkKIBTjEUz2UV0kUJUjkeVz7+TmVdC2tubcy1bp0gzQ8cSsmtQNIcTHDPZqmoZmNJxea4ZPtZQmggXhs7W4jB5CZVKxHLOmyBBIrqCu01Wps1YWOuFUtJCHhzTCCYxR4BgkmJ6lpb4WZGqhJCIg5HlHtCsULVkAbCAGWZWasQjgcikXDN6Jq5zNkaziiEIXAYDbC/ejUwJJvfd3cLD/eZea7kbNKjt29XHq5wuSrna+HhYg9+Cma9WCrcXy2/oJiWel2Nbbcd3VhlMe/sEFsb+9XcW0qTJW2ykxYY1VrNd1wsC7EWK9rMIVJRUikMIWzNq/zBuWSaNMQkLSoWOL5eYVZYgU9ulRAb80JzSKlAqQQtDMEcWMYAgzb5SiyEGM3TvCqXs/Df/mfhMMDNMfCtj+CT/08k3YwQgtlv1oF5MWnOWgLzErjkTKnRipLf/5HxYXwYT8ZvxvcS/Ojvpr6RSf/lD49Wf73UpAfKPWPXM9J+zL5Yrdd8+8/eldBZbL8PVd3S7D2wd0DTa7Ed9HgxXH8vpRTevXvHF198wZs3b3h4eKCUsjmv9IynX5Pfbw+49y4SvXTCGWefg/v7e0IInE4nfvqnf/qJD7rr0PuRc95AXe+j7efx6+ut7Hrm26+v7xrpa9gHEw6c+3vrmd09G96PPfvrr+9Z3d520AOrUsqm3wa2Bkm+Dr5HDocDH3300TYPb9682WQmDhxfv369gc/z+bw1o+n9z10H3mdK+uZBDo57ZriXUvVz1QPkviDVA9Ze7tMHUj5/3izK58/3qV9jrZVXr149CWT6Ne4zQf0z2BdD11q5v7/nv/23/7YVrX7rW9/iZ37mZ7Znw5/Jfi7dt71n4b/K+E23Fvjkk0/42Z/9Wf7zf/7PAHz3u99lWRZev379hHX49NNP+d2/+3e/9xh//s//ef7cn/tz28/v3r3jZ37mZ0y2EWAQkzZ4s5gQrHFNybmxhrKBzdr8+SRAzliqP1uxnUTrdhhrJappxUmtWCwUc0E5mNNDDeYVTRTiaC4ntoCmXy2YlERRQjQnldikIgVBkv1ehso4wumZ+R+PzW4xr3D/ILx5B+8eTLZgrh4FEex4wSQppRj7HlNA89rAuclwamtihLYmRs1/eUhmHTckJVRF1ZjWywJv3xbevVkYx4GQWsfGvICkJmdpHzhq+nGidblseg9jo6XZFGq1LEO187sUSLyrkMtEguv3Hz+k3c7R9PkZpDWukaYnx6QgNdvchB6RNV910/pbcYA7mJhmvqVtc7tWIqVUliIUEhqti2ZeC5dL5uFh5XKpFBXSFDcgfJyMoZ+vVmC5zIW3bwvzDPMqzIvycC4sRQxIZtd1B1I0+0NViIMS1AIQicIQTBq1lgaeuzqGQDWJe5sqx9AiLslyltqCL+8oCk3KItLeKwztwzKo+7O3Lw/al0O7pmL5A+YKX8yBaUoc1WwPi0gLQpsDD0KuFSVu8icVK+ocWpFobQ20autYen+uFAksUniVleOzSJwGzmviOi9NamPzUa0SloIVo34YH8ZPOv5XfC/Bb/DdFJ529fPRM5s9O+1f6g5mHKB6c5AeCPdMa99M5HA4bCDDAXjvBe5gAx6BqP/cs/A9yEwpbR0qe+3rw8MDb9684e7ubmPc/X48SOiZz96dpAdVPSDui+u8MLSXj1yvV16/fs3r168360LXCPfz/D723++513jvteg+r74G/WvfV2jXyy761/kaOMh3oO6jB+bvC/L8Xvrz90yzH3tZlq0xkoNnb8IUY9yAujPk5/N5k5o4c3x3d7dlBtzTe+8W03uu+7H9enpJzF5G5HO/lyW97/c+L30WZK8b74cHjj3bnnPmfD4/aTf/vrEvwu0zNX0wKyKbHaSfc1kWnj9/vhXP9n74fXOqn0Qb/psOwj///HP++3//73zyyScA/I7f8TsYhoF/+S//Jb/0S78EwPe//33+03/6T/y1v/bX3nsMtyd635AmA4ZHJtSb0FgTGx5/6WyhM4eqmxRADW8zooRqYDClgCQBaTpyrDgsVaWmpidXa2ZimFKIasVrtcrG5MYIogJRrYhNTAogUhlEiAkON4GEgaFalPMZvngDr+9ae/QqDZRWCAYCQ2gdEYOD4LZ5W1AiPBKcJr8xAB7bvcYEIRqbHkKgAHOp3J2Vd68XDoeBOETSGAkposgGHCWa9aNfT0zDY4qoATyk00MqBtRCA8PCVkwZgklITJxTEUkGlLtiSxxCu3Bba5OxBAPnvhm0fcGEZMernvoVUHNPMc10wJsJIVYp4E1v1mq2kNoi73nO1qVSILWOoR411ArnOTNfC/NcmC+Ft/dseu/rYp0iawOe7mRichohxBYYVCsIFlGEZjdIszksjwAcNdeSqtocfHx9ZasN3mQ/mI2nWMqA1hWq7Yams/YMiWcntDHtAlo8rWyvzy4+r8LbNYFUptZhNKkbb7Zj1ZbFaBfiXUZVvUAUklgNRMbY/Mul8sPPhVkzxwdhugkszY7Q17CqO79b90zJH6jwD+MnH/8rvpfgx303PQVv/Rd+n66Hp5IIB4b9l3qf/nZAtJdH9M4Qzgw7mHOGsbcKdEDnr+sBaK9Vv7m52e7Di/c+//zzzTHDQayDbAdre9Ddz8P75qq3UfQ/PbhzGcbnn3++WcX1XSE9IHFGs78HB2n9+Tzw6UFff237udjLSfp1299XD6B7MNjPeS9L6sFnnzHp2ea+iNZZ4b5jpgcm/j5nal3vfblcePv27SZBcqedPtDpWWi/Tg8m+v3hMqu9JKrPrPTz8T4JVh+M9XPmw0H4/t/6Y/YBlmdhnC1/X/DUg/b+ffuMRb9vVJXz+cxnn32Gd5y9ubnZsjQ++rXpi7J/3PiJQfj9/T3/5b/8l+3nX/u1X+M//If/wEcffcRHH33EX/pLf4lf/MVf5JNPPuG//tf/yl/4C3+Bn/qpn+KP/bE/BsCLFy/4s3/2z/LLv/zLfPzxx3z00Uf8yq/8Cr/tt/22rSr9q44qBrQV61oYg7HZISjUtQEawx61SmNtzTs6l4qkYmy0mDPDCKS1uaoM1vyHZLKL2oBllEgaDFRpFmo1mYqKpe5jEG6OSq6BqsUAfzBWNAdIUZiGRAzC4aAMgxCjFWHqYj7b14vy+nXg//t95Yfv4LyYZZyEan7lhq4IQGktvY0RttY9ok+LL8UIe2tPP4AWNU1wa6eeghKHAaSSq9nSffHDuRViCiEFKompOoMeGKV90Kn5gafBPM7zmo2BxfTopaymdSagtRC1+YIrUAsSBtIwGovbPhRTGmmwuUXjEMSCgFor1gFTW5AD2rqFQtNHl0oYJswhxWwKtULJK7XmxhZbgxokoBIpdWVeK/Ni3SqXIhQNPFwK81ohCIcxImlgnjN5MbnJfV5Z58r1WrheK9cFHubIZa2sWck5kGvHMgtUKmOC48G7QsL1KqyrstR2D2oBklZjo8dgLuprNdnUXC2Tst04SimVKB7gWK5AgoFzaft3DIEYG0skgraOk4rpthXlEELzClfW0oqUsQZAFZPg3JXApEKicqQBBZEmMarkGAhi81+BtVRWMSAfN5ENnAbhZI6OnHPlcg6cz1fSMHM8zZxuB4ZgshqT1ljhrO2GjOQPTPiH8fX6XvLhX/SllCfWeXtnlL6Qrpee7NPy/ev26XMHHS5jcADfn2cYBm5vb7f3OMBxba5rwUVk607Zs67ONHoA88UXXzxJv/dAstd0OyDvQVgPbntNcK8hd0Dt1+Sg8td//de3IKNn9p2tdwtFB/HTND1pfOOvd21zL0nw4ey1Szmc0e5lLw5Ee8Z2D6r9Xv0cLpPppSuqT51F/Pz++x5M9817Hh4etrW7ubnZ9N59AasXzV4ul62Nu2vGew13P9wn3OfDz9v7evcA1cG6a8SdeOsBcA/i9wGND98r/b33gUit9cl67J8x1367vWNfO9EXE/fn7uU0/Vz0um9/RrwR1Q9+8ANub2+3TqJ9wNgHWF91/MQg/N//+3/Pz//8z28/eyruT/2pP8Xf+lt/i//4H/8jf//v/33evHnDJ598ws///M/zT/7JP+HZs2fbe/7G3/gbpJT4pV/6pa0pwt/9u3/3R6YPftRYw8RFq3UojDDkai3fU5OnLAXVsBVllqJQClmtkO0QClMSYojGgkeap7bJM+Ys1KykIZAGYRjEfL0PwlhgXSvLLNwczEXEKEAhjtYNMEhFxEDMNMHhZM1vRCBSCSqULMxX4e2bwv05cH9JvH0QfvBG+P595rJWNFiLc5a5gVNjiddqbKjUjARFkjX4OYxNB62VORtOG4cmtWlARmKgCCzA7SGQ12ygPAU0KG9nIX//ytu3Cy9/eOGT/6tyPCXGKTCOkeNNYBpHpGYTCRNYl4e2ya2QMq8La6NrQ4BxmkgxkYZEjEKgUPI96ISE0byh16at55HRRUGl6Sa1NscVa+AjjelN44G8nKlloXbsRskrtWTGaaRqpNQWMefMsqyNTZi5f7hyf7GmOOeHwvWysmaYZ8uW5LVSF+XhYeU6F8t6xMC715klG4u95MBlrlzWylLNF93U16BBOEzC8SBMEc7nwHmG650yL7Aq1NoKTFuwIclaw5diDPJSaQWbSgiFIKY/6RmEOCTWbB0/qyrHw0Qp/qVrdRK0D5sgTbYEjZ2HGBMPa2YQGEQYh2RVFjEwtxqImYRUa5ozqnCL6dsjhdTY/cUcIMmq5mufrEnUpbW5TyEQohJXJRUlBeHlmHheFuZSuc6B+0vl4YuFl2PlOEAcBNLEEBamEIghfWDCPwzg6/W9BGxpbQcfnuKHR79vZ+56JxUHCd6e3r/kHbw76HCpioONaZo2+YkDzuv1ulnQwWOBWu8UAcagOqDoQZJ3Ovziiy+24r13797x+eefb7IGL/Tca7v7or1e0uDMdS8D8eLKvkGLH+dwODzpdCgiXC4X/sf/+B+8fv2azz77jN/6W3/rZr93PB6feJm7VMVlA35cB6FgIPl4PG7X5/Plxabule7SIB97+UQvj+iDH/fQ9nXu5RM5Z6ZpenIcn3cHze/evftScxwHxb4PvFtp31r9iy++2H7vLiJuLbhn8A+Hw7ZXetB+vV6fSHuATXfeA26/Nwffvsb9d5NLh5zR9wZQfbC5nzsPQnwPXa/XLUDzgNOzRr4e/d7rs0Ue0PWe/H1g5QXWfvzr9brtO+826s/WD3/4Q374wx9uzaR60O4Zq686fmIQ/nt/7+99soD78S/+xb/4scc4HA786q/+Kr/6q7/6k57+yVjXlQcVZg2kVDmOJiuotYGv3NLhhOYGYcA5KUiKvLiZiGHruwlihZQxWvfLYRDSIZAmIcVKjJWYlFKsU2DBtOExgSQDZTHCNBlQDG6BRyWEapbGRclr4e6+UEtlXQPXRXg4w+tz4LM38Pqu8vasXOdsEgxVtOSmp9UmPVBKUUotDMn04SmxMZi1Wdi1DuqEoITW5TE4eyrWACeHwM0UENPpEKO5WlyyUM/Kkmcerp/z7MXAze3AzbOR2+fK8WZknFpTh7ii1Yp4FLNEfDjPKJEYE4MI1AyhXb8kQkhM4y2qhbxezfeZSMlXK7iUaE40IYK2Dw51i6GMSDEgNkys1wdQJVgERs4zoXXVVCp5ncllRdVs/PI68/BwYckr1+vCwznz9u3C+ZKZFyvWdUY6F2Fe4DpXLpdmJ7iaVn1elKqRXIWlKNel6Z3F5jHFgaorh9Gu4/6sfHYt3DeJUdUABJa1ZWVCqy4vlVgbw1It4HI3lCBQSyWOQ6/8wYKdaNyzyd6tqj4EcwKiqVLEilmrWsfSlIyirurPi5o8qOm5B7U9FYNQBZYlczwIhZEVIUtlFJMlleZfn2Rt2ZhAVBiDUkthaqC+YkGFFmFq9pWh1TcESUwiWJGo8u6ilBx4VgPHUElqdqEozB9A+IfB1+t7CR49gx08OECotW7gyYcDTwd5MUaePXv2Jf20O2R4Ex13OemBei8Jcc10X4h2OBy2c/bpfgdA8zxv3Q9druC6Y5eg3N3dbZ0THcjsAxUHVw7s+w6c+8BjX9Dn9+vHPJ1OT/TmPocOuNxW7sWLFzx//nxzBHGpkL/H79ElNb42fXainw+fqx58u/zAJT89y+3z4ffla3W5XLbjppQ2JxxfWwem/n5nXd3xxPX3/m8OOH0eHSyfz+fNr9313b17ic9Zn33wQEdVt0DLixz7e+7f12vB/dg94HaQ3rP9wJcyIr5X+73TB6I+X/BoI9jv3X6v+O+cBd9nInrme5+F2Uu1/Hy93t2Bfc/muybfX7cv2P2q45vd87kqVYW5wmURTgOkUJGGQEUhBvP1DtJK+UqlamNmpTKGSmh0YFUx/XYShhHGgzAezStcGmsYaiVfA7qCVLHmLSomUY5WYFdDs+SLBsZQZa2FRQStwpor929r85q2rotvzoEfvIXX7wr3F+XSPMRT9Fu1QjSwojrrmmhymyhs8pIUWzFj0+BCc7oI0u6zWRO218doACgOZt+ntTX4UbM1zMBa4e7ewOndu5XjaeH5i8Lti5HjzYHDYTQbw2TSFa0W7FzOC3GcEGnsuD6WTxoQD4Q0bMWEqGm0tdq9IUJo0glzgTEdumvfxeUPOXu1Xnv4ClpXvAGTakEL1GqBT14z18uF8/nKdc5criv39wuXa2ZZDGCva2VdMzkL12s1+8ZL5XpVLrP9PmdYsiVAilpny9zuJUWb2xDt0ubWBGpe4OEqXFdt62PBUW6OMy4f8oc9BkEjlKVsxauPWKMTgDcZSintA7Hp/K0u4BGo9npx1+ajzYpTmkVibbJ7NbCc2jXFYBp4L9rUWq3xlAReTHbPpbm12Bqb9tuzjop5jxfMCaaoehUAWQXJFtAkMf1/CoEhWLOfuQRkTaQEQwzmJCPKXD+A8A/j6zd6dnSe561gbq9N7nXPzp7ttdEODp31dsa3t2NzMDjP8xNPZngEyvBoObhP8zvj6SDcWT8v3vOCSJdAOIDye+1Z4d4R431sfv97f837QJL/2ziOTyQ0veQj57wVh757947T6cRHH33Eq1evtjb23nDI599Brksben1z/6fPPvRShR5w9+u9l/kAX1qLXpbS66d7PbMHPS4lcSbcZSQOxNd13VxN7u/vn0hRnLH1feXHh8cOpr1Ljq/1+XzewLrvz14e0kuF/L/7udvLcXp9+5719mP+qNEHoP1z0M+ln7cv8PQ59XtzlrrfO/397LXn/v7+v/sC6X4OfC2v1+sWHPcA/quMbzQId0I3V7iscFmURCXUQkAYUuvAF9QAAkIsxvaFqAyamTDtLSFQMma1kszfehpNA11zQx6GPljv3LHDAEZJVuBWY0VTpcxWrCbNDaWWQl5XrKlQoBTheq/M2eQk1xU+eyt8/03lcskmf1Avc2uFe2oOI970RhpAMlmEWw4KKSqrN3FxHXvTosdWn6dqgUdKbI4tEttmLKYtFvfmDoEaAzUvXN4WRFdSFO5frNy+GHn2fOF4M3I4DZxuR1IMqBoIP59XjhKJAWpUtDZLuQYYHarZf2vzL7dhrHcxnXgtaAtmavXizseHtKwLMfgXQEHrgtZMqVaIWRtAryWzzAvzdeHh/sLd3YXzpXC+ZB4eZq4Lm6XjPBcul7WBcOVyKTycK+fZHHVKhlyUpVhhrraiQUefsmmY1Zj02ZjyNcOcQ8tWmGOMMdihMcdWVBxTMhvBVrhJfZTo1NbIiJYZwOcvwLpm+33TTvtcwePrvL7B6zWrWpDqNiultGJNbf7e0UKnFNTuU4yF1qJkEa4EhqNwSOYAMxcPWrUVDVsAS+suW2m2hlXdUNTOU7DmR/h7hEMMLFXJGrkvkWFR4tCC3IDnsD6MD+NrNRwwOLDqmWN4amHYuzLAo87ZmVR/n+vKneH1L3wHAs5m9i4afeFlSmlrHe5gordvc6DmjKuDj88//5xPP/10c9nYM5J+fj9GD572hZZ7EO5gppeg9Cy+v9818c4y979z54/Xr1+TUuLNmze8evXqiUf28+fPn4Bw9xzvr8mv+X1r2Q9fV39vL23YF+J6keAefPd/gE337fKTd+/ebdITl5n4tfd2hG4r6K/pXUs8c+KjL1T1+fbX9UDcr7VnsHsA7pp2P3YfjOwDk54NdwlWD2L387tfBwfDPejtX9cX4/bn7YOaFy9eME3T5gjTs9m9XKYffRaql5X1a+v6c5fDeCDrwdtXHd9oEJ5pmyAEFuBhyUyiHKMyjrE1pjGNcW2TIjEwBjgOyqGBUG89v2Je0RoLUU2vWtdishY168CgkfUBaC3PZYjEEg2sqrHGGSEMgbpWA+AzqA7GAKpQi1DnSinKwyy8vgj/8wu4zF3hZWNBQ2w/I6wloNt+MUAUgjCOgWmEMRlTnL1NPSDB2qmPTde+lkpKgSGFpq2GKpGlCGMyLXlZKqVUikZraW8QjLVmagaulXWZ+fyzmePpwvEYOR2F59+6ZRgTEpquGbNNDNLsCYOQigVC1Sy8KYUNRgkWVKi24KUW1vke5cBarNA2xEAkIAQ2i0SFms2bvJZMKYv9uyhaW3FoNZbnelk4X2bu7ma++OLCm7cr12thWSvzYgFKzpVlLaxNhjJfTbddijmezIuwZusqGWIkBZMDBRVqsM6hEqzTZM5mMVmbU0itxjoXEYrYa4coTO6SgtUz3N6MnC8LKUKImC82bklpWQERCwRohZdCQAOAN8Gwc/luobkAVXVG3WRHk5+Ydm1KK1htWnSESasx1DFQYrItGsymUaIw15EpmqRJSkGLMnmQ14pKwew5q5iPe9kyNcIQhFGUFbFz49cpjClSCGQCXyxwXuF2Eg7HidhSxh/Gh/F1Gg4EHIBdr9cNALneew80+gLF9xWG9UWBDsB6jTHAw8PDdqz36WrhUZvrEoUe2PS+0N7I5dNPP32iqQaeALn3AVgHI96Z0Tsd9rIcl3QcDoeNle0lNP46177HGDdtdc+09synM7m//uu/zs3NDafTiZubG7797W9v8+7DmXAPFrww1IOLPZDqWeFaK5fL5cn9v8/NpZffOJjrNck+Jy4D8SY6n376KW/evNkYcNcrO5D0v/t28q4N7wF4L+vxfdFLSu7u7t67X/t79uP4Gj9//pz7+/snNoa9Hvt9x+nZZn99H3j1mYR+z/asu891H/z5v/mztZeZ+L7qs0Y554213l+nH69f0/3999fhz6SqbnvP6wu+6vhmg3C1voipPftrMXCjjcXd2MlSkdbk5TBEjlPlMDZQpJF1bS3VA4xHk25ohuXcGG1z9qYizDqwBnNQSWrNSNJBuTbXirVGNAdLrVfrQkgJEIV1LZRsGt+ogYcr/PBe+PU74fXZO28a5g5BGJKYBWDjh7sYE6BFpa1YNJrMZF4xtr1piFOA42S+6SEKUeCYlJCs2HMcDcSvrfhPVDhflcMoyFpYqrKuyjhWgpoiXcXcWlIy7ff53cLD5yuf/fqMjMlatg+RYYrM9yM3z0aONyPHmyO5CNNUGMfCYRo4SELdxztEkxjVR/2Zsb6VlCLt7KCWhqhbZ/pIKSta3ZklUGohrwu1ZGpZWOaF83Xl4bLwcD/z+ouZ1++uXOfKuijLalkIgkUHMg6ErKwPmXlWzlfl7gLna6OexSQ80xgt6KkWYK0arNV9ZWOvS62IF+6KWDDWPoTGIXIcI9PQNP7Wi54oheMhNv97syisYsWUQqHmutlCulY+PKL49kFSrP27WMAlUZpfeyvKDLKx3aHVHixrRtRkSSI2F1Ue30ewYtNK4KogGhhC4nWBMWcGLRwko6JIFcZWi1FqZYjKirLUijtZKpbJMrlSZRgNkNOehdysDmcVzkSGGHh9LZyJHGNk/ECEfxhfw9GzxT1T3IPAXiIAbF0g3fLQmU94LJ5zXW0Ptvfn7H2evUCxL5zrnTgcTLiEwcGUe0q7BryXAjir3oP/nt12QORe3w5e/fh9oZ0DcAdQHnz0wUgfaLgPtDPy8zxvhY39fDvof/fuHT/84Q/5n//zf27X45kEZ8OdKXfm1AMHz048fhfVJz+7jnzvqtIPEXniaOKv8aDGg57L5cL9/T13d3f88Ic/5PXr11txpoNtB5hebNhLUB4eHjifz9t5fW77PbaXwfSMfi8n8fnzAMnXoAenp9Npe30P9F1z3+8P32OeOeiZ6l561Pt3944ze/a7P6b/7O/zn/tC6F5z76C8zxT19QK9bSU81aJ7fYHft2dl/D3DMGyWnfvmUb/R+EaDcAMr5htccoXRLNUui1KzckyVqOY3YfnzSgoDQSz3rarWVCQYmxfHQDqsyGwgodRmDUig9aJkUeu6GcQkHmlIxKBIY2StoY4B91qseY9oJOeVnOvGWs4F3lwCby7Cw4xZHqprec1HHNgYwVphzc3XulnPxRQZYpNxePGeuoxEiFKZBjgeIjQ98fFgfuQpBWsLvkkZmn91rcTR2thrs8uTUii5MsSmi5dW3GcvsHtWYb4U8tkK9NIQGafI5VI5HhYOx8Tp5sLt8xPTYeBwSJxOiZubEdQf0rS1sg8xIq3ZTxxOgD/sglbXW5mbCFpNsuL672rznnNhXTPrsnL39oH788rDeTX5yaUwZ7hcmsf30lxsjlZYucx1az1/96DmZLIYYB2SM/ZCIbCWYt1MYdNDBxFqY/ULwuASHIUhJGLIxGjNksak3BxgWYWcjT3P2Zh8ae+L0TIjtVSzmBTTRq85t/uGMCQLWtSKXzE1DKYqah+U0ta0feg+XnOT++TKgFlnVjHmvapZYSaLJcFZfYWlKpe1Eiu8GipjVIYBQnKv/Fa3EG0tU2jFp1GJKKuMzEXJxZpQRazLbRRrxJWCzTW5onnhqomlBRYRoeSvnvb7MD6M/13Dv+Qd+HiK2u3enIXtX9+DD3j0QXYJwOFweFJs1wOBnkn09zjT1zPHDn56cNY7VrhExd04HNj1zLMftwd0fbq+lzz04LVnF1XNqeV0Om3v620cnQHtWc9SyhMbQ/+3HnABWxfNXiPsbe99Xg6HA+fzmePxyOl04tmzZ7x48WLT2rsFHTxmKHo9sM+5O3T4nO9BeK/57v+49GOe5819pnc/cd26a7xrrVuBqhdiOmjvX+PX42Mvf9lLQPa6bXeH8XnyNXL2vS/KdEDq89EHKF5o3K95H3D217GXI/XZhJ497wte4WkGpq8h6O/dwbdnYzzI82P3+7EPJHz4/toD/h7A99KtvXXiVxnfaBCexP54AV5o6fnLrBSpjFM173AMgIqqE50GHrXSGmiazGEKxEEoV20gXFkLJj5tgoK5dYAMDdiYXEQfJbpVWwOU5hFOY/RWk3iEpnedM7y5KHdXuK4GhoKY13JsILzU2jhvaf1qrKkNsDGZ5sXszVBCCxWkgfkG8sZArgbqpjFYQelgIDzGxvYHNiY2BijFivQKNE18pQ6BISpj9KZH2s5pIC1XNQs9KqEYI78smXNSxmFhOkRObzPTIXKYAqdT5PbZgLSgIDXWJKVASInQmhKNh8cvqWGIDYQriDlOG4taqLUYCC8W6V4uM8ti7iev31y5u1+4XAvXpbJkWBZlngvLUqhF0BApzXryci2cL4W7h8LD1darYqyuRAPXWYGizFk2EE7bT4a4pXlvB2KTm9Sq1KYZT219jqMyDaC1CaajsGYlRguO7KFva6RNytP+eHDIdu7HL3aRVnyCS/FbXYD1ucetEGsIVHRzx/F7COqabWPDdctEeKGzklWZSyWGwFKgBLXsUBCWGlpDJ4VoEqVAbY16LBjQALnp1CUESmUrpA7RumzWAmOpLFo5505TjnUT/TA+jK/b6NlT/+xyEO5f6A7sgC+BgD2D6CyuSw/2jB08snb+nvel+/3nnl10EAEGjrxLoFva9Uzj+yzYekmH/9xrfvvz+eilNw5y3KXD77UHeS5D8UyAgzQHes7c9jKA/n4dJPUWfS7xGYaB4/HI8+fPmaZpk7A8f/78CavfFzT6PByPx23tHPz7HOznvs+IuIzkcrnw+eefc3d3t9kCevFl7/ftwVGvCff3+Bzsg55e492z8HuA28uK/GfXPLv1Zc+e9w48/Vr3/95LSPoMyR709/tnv6/2Ba39Xu9lIXs9eB+UenGqB2p7LXf//j2j7vfk/94z9T5P+734o/b7bzS+0SD8lKyIa64GYpOY3vqyQNbCywhpbDIPTGYS40oIDlMNckQx4JmGYEAsVDLmD70s5uddJVKAS22NQ8QYTtVKzUplpNZCWVarkpRsbLYIec7WdKUVzFUNXNbE64eVd1cxEKeFm5uJgxQiyoI1ZokhNLZfmEispTZhDOYRHc2OUEIgxESpbn1VEa2P7hStCHAcjMAeBxgHYUjmRmIAz7TQARimSBpNWnG+lkZ6VxiEKMFYd6wRDQrrahriOJiLBiESRvPkLGvmumb0vjC9q5ZBiDAOys1N8zEfE9MhEZMwTYk4BIYxMR0PjNMFVWPHhyE2lxCzo5GQrAJWFa0ZaxCUKevMu7uZec5c58zrL648nFvRa7F1vVwy61qJMXA4Rq5L4N3bzGUuXOfC/QXe3lv2IUZhGs0+73yt5ge+KNNYuK7u7w0F89LW5mceQ2CIwnE0YJsLXNbCOFSmJBwG4XQyitx03sqYDKwPQ9gaJi25ABWCUqPVNtSi2zkU928d0eYoUmsLQrsPLJGw7Z1aCrlW0tCaGkDLNFiBZ4yBIUVEDPTWavcXqFjsWUDN2USHiXPNjNnqKcIgrBqRWluWKBOHZIW2ar97mAtxMrA/irHeyzyjY0JCYoyBMSgPi0l1qmLyLAloqeQlk8NP7uH8YXwYv9nDwVlvbeZOKcDWgMYBQ1+82Es/er1yz/a5JrgfLgOAR11rz6rP8/xEJywimybcAZiDcu+G6QDv2bNnT7SxDmrcWcR9lP2aPT3vIMet+fbD2US/R2dzHYj7dTloFpENGLouvmf1e1mD35cDsb6YcxzHTUN9vV559+4db9++3XS+3tgohMA0TVvzGpdnOEPsgUNfSNoDtb4o06/Tz+dSks8++4y7u7sNOLstpOu6T6cT1+uVN2/ebED9/v5+u14PEkIIG7i/Xq+bP3k/PHDzvdRbMbrLh0uEpmni5uYGeASovkZeGNwDVQfjvWNKrxn3vdJLUXpNv+9t/33/3Djo9fXsC5vfl2npnwEP9Nz1pX+Pz4fLl/x91+v1S1kOf78XR3uhsz9nvgd7F5ivMr7RIHyuVmyWszAAKWeOUhmCMoZgxXk0twkCqwaWLKCVQSqEQFAhL1a4KVKRU0DGwdrMZ9BVWQqkFBlSAM2UeUGSUKs5nKSoRFZGKUhaWcXcRirB2pRjjUpCMHeTJQfuZuvICAagB+AmiXWiVPOmto1n3s+VSFmuDaiZLMPkJC3q09YZMURErZHLEALjYMHE8Wj6b7PNM+40F2PBqTDPK0GUaQhcrpVUKg8PyrIqlwWe3wTGowH281KZ3MYO8yNfs9g5hhaltg/r8TAyxESQwjybtluCWcydl8LbdytQSWFtBaTm8CLOhE6JNE3EGJ6wwofThGefggghRdBiQVFV5rVyvhYeHqwI8zKbq8q6WrfUWpUYgBA4Xyr3n688XCywsjAnEQ/wrVOkZGXJZoM5r7AWKxQUUd6dLcCTdqyq3cOnpl8/TgYwFUgh8nwK3BzMOnOIcDoK11nb/bQ1SjavTeNkh2s9UkXM+STn4tNMLWr3t8yYMaCYrWWpDIPJUEqthCBesUmQQCpmi+gfgKUqY0rNeUjRUpEYba3FHPW1+vKaJCc3WcoXNbLkgXMMPNdiDbIkMMXAcYAUlIecuOTApcCMEhZFJSIq5Fw4nE6MyWotxmrylWOy4EUKVAIhTNRcWMvKWr/8xf5hfBj/Tw9nkB1I9UWH7moCTwGDs5Y9OHEGWES2xiAORFzH7SDMgYK/10G5g1wHLT3Y8eFg0W3veo21g9b+NX48v353huilMPDUScTBjwMq13afTqcv6W39nl0z7SD9fD6TUtocXK7XK8+fP+d0OqGqXyog9bnyuesLVl2i4MFIX6g3zzNv3759wnLv2XnX7/fBk4NmD4Yc/PdA3Jvw3N3d8fbt2y074uvpPtsi1pjo008/3WoAfF2OxyM3Nzcbu++e4g6IQwjc399va9gXMvpxVPVJwWJKiZcvX261ByklTqfT1gDI79MZYJ9fv7d+/T3w2a9lvy45502W1VsC9mvUPyMe2PnYy5D6++p/9jntGxf1QVvfjMmfNw+W+ue575Dp5/Bg0ANMZ/P3wc9vNL7RILy0RLuVTQpXjaRgHQknCoM09jkKqbWHdwxSzUfOZCm12c5VrPBsUtKgHG8rMSrrVUEKIo19jOb6AMq8FutaGYwhTEGpYgfyPZ9iQFMgqJ1nLnC+mlzD2HhrBT+0tHxWkytEacAzBFCTqIQYG2jCgoKa0abtFQXxVL4EA4ZSt/tGW5Hl4HaFyryY60tt8gcRY9avCyzNC9s8uxMP58aSB1qzFGVerSgxJZNe5GJyGrGOMtS1UlQhQkiD6aOjEFqzIxmFFMwHHDH3jLwamEaBS2U4tNSWOkOkDMO1sbw2xy7NoBUwzgXmtVpX0xUKBqZNM2+ynbtz5u1d5XqtrNlONxwShyEQEyxL5e4uc39RrrNwXa1AEayQdV4qhGTzowq1tEY6ujW6SRGOU7NpxDIaN8dAFHPticHYZ/cdF7HGOmjZ5EiKUNZqHt5NbmLLaQKPIJiFY/tFaBWaZa0mF9JNHWMfiAii0mQ8bU49dVuVGpPVENiDYg9GjO2ehCJN3qJeOACX60wchAHhUIy9rlSuao44U4bboZpOvCpSoVRhUSu8jWKFyOuaiTS/8hCIVBJYkK0whEjGHH1EhBq+uh/rh/Fh/O8a7wMDDj577bezij0D7sCvl504K+gM5O3tLTHGzXVlz6gDm5ShT5/31+MstTPOrqE9n89Prr0Hxw6SeucWf40PB2p70Oe/63W9/X33HUAdCPcgHh4Z/b5pjRcp+nX4+11y4NfSs8B9lqB/j6+NO2jsAaEfE8yJ5ng8Psk0Al8C+71W2aUR/T34vffz5QDd5SZ90OBZhbdv3266cQeXwCZD6RnfXhLl1+WBUA8qvWtmX4/gEp4ezPeSi/5c+/XuAy9fb1/Tvs7A57zPAu1lVH5eZ9odYPd6fZ+D3kLSi3n9vh1cO3h2H//+PD2z7gGgZ2I8SNrvjfc1KPoq4xsNws0u2RxQMsK5AmJMpogwYmy1FoXkBYWGRipeV/hYhVtyZbnapFiTn8o4KkFND66iSGlmJwGIaoYXEUJsG1CFcbs2hdqcWhxEVlgWGniVzQklNaC86iPIoTHK2shQazlubtohQIixMa+9Jtj+z/ymbR6GZE2DSvOXVo047nK3lnEwXtu08CaFuc7mVDIO1qSlFGv841KcWuC6mlJ4PJg9Xm3zG9oEq0o7hzTViK2HhqY7TrEpjRWRanbs2u65XR+xomre2l50GUMlNXa8FAPfEm3iilh796J2L7UKMkQkKBShVCvEfPegvHuorFkJUZimwDSZt3aplcul8O7BWtlfF2Up5gpCsLlYqxXn6jb3LnCyYsQQLNiJwf5bsIZJU5MEuSe4ViEX18u5qp/tWKotEPKhj9aDrQx3C0aQFmj6S9UY8aCtELMWJNgHof8PfTyANOmWHcD15EL0vSiNEVe1plja/MbXyhIH1iBkzF1IRaHYfV4zaAsIirZ9rrZGXqshYt7i4s+NelZFkRisbqBYt0y16IWgH+QoH8bXb/TMnoMFYAOFniJ3UOJf5j172EtJgI2h9i9/d1Hx0XegdHDrgHmvU+1t8nr9ugNDP2evEe6Psdf8+jn68/f6X3/PXjPtzKbr2ffWhH2xoc9J307dswq9BMXnz9nJnu3t16QHe71Lho+eze7vvwd6/dz67zwQ6u93LyXaSyF6IH+9Xrm7u+Pu7m5bU5e+OJD2QlMv4nQpkP++dz3p79vvZy+b8cBomqYnmZN+7/br6Nfqx91nVfrz9nt7fz2+/3ztfP33a+TH6c/1vnP0dQgeSHhGyNejl02JyJOOqD0A75+Bfg/sr9szRf7+/X3+uPHNBuHVJBi1fbHXavrwB2CJpreN2UBAKA1YDwEIFK3k1T7QVFpnS5R8NXCZkrlgpAhhNACu8tgKPoQm5WjtySVaEVvQSMLsCUOGUJRa3A5OmKuSV5OC5GJwLbZOl4RWyNb2XWhAtXrhaTCNtgGTrvijQbYgaj4uUgmiDfyZh/ha3ZPbvxQMhOcMJVeOx2Qe42tpTWiU66Lt2qzw0M5nYH6tSs72OgmQRmnMuzS3FKwAUa3gsxZrNw7mYy7BdeyBvIIGQSRSa7HC0gb4Ss0o1qiotnijNtvEYVCGFJgXyFKJQ0CjeaEvi7HRPj9DjMQIec4sufDuvvL2zop4JZg+/ng0ic91Vu7uC59/vnJ3Fi4rrAVWxSsW2yL5OgQ2U0x9LP6NYlIlrQrBuj26Hr6qNYIKoa1BDbZJxfzRvRGVegSGSZl8c3hhrjUIUo/X2jWJeYKrPyf2GveFt+PWxzb1bV0Fsy7UWg0ctw81Fdnm0tF9RayWQJoNYhCWCosIa3PLqdDEPcIiAiGR1UMMaeR7EzWpokSGCElarqIoKiOESkiBJIlxbo4uKaLD2LIDH8aH8fUaPcDrGUrX1fqXds/k9RIOl3zAI1t8vV43EO8sbe+yspe59BKCPUvpzGMPOhyE910e+yJEBzV7vev+398HuPZAy9nnaZo2xw1/vYNUZ+Zvbm42YOmv9aZDx+PxyfU4eHK/bJ/XHgT34M4Bma9HLyuIMbIsy5fmcM8w9/PlIM/lKy5L8HVySUQfFPi1uWTi/v5+04yHEDidThyPx60w9927d3z22WebJMfXsZ/zPiDq170Hq3upUi8v8j3ZB2R+f+8b7wOn++Cy//f+fT343q/P+/ZPH4j2AWcPpH347/w5ex9b3wehPvZFoX6sfu37jMI0Tdt7+gLdrzK+0SDcXUpMKmue0ksxgLiIWb5950Z4leBZFGQwdi5Ka5ddIGfrADkkYUqe7C+EVkhZq52HoJAqcUqEsrYFsNcPkxJjpTbwgRhLLRuKrtR1IM+F+Kb+/9j7n1jZku0sHPxWxN6Zec69t6reM/Z7dtsteeCZGSGEhBC4BRjpJ4QQA6AZITFAwrZkGQRixsgWDGCCxBAkWogR/wa0hBGSkUWjRkwQDBgh8QPsfn6u9+rec05m7h2xVg/W+mKvsyvve1W02tzCJ0qn7jmZufeOHRGZ+a0vvvUtfOcJOE7u4e0l5IMxmCf0xWUILq0ARKpLBLqOrRAy3Nq8KiQQFnbVo4RjdSDoj1GiEj7Wq+F4CLlyOMRIcUs8M0M3B53nqw/rPAHT7Hrvoh2tuaSmnRXrCgewsYqkxBu9eJGejrg/EOd1rN21+gVwf3Pp6GtDqV72U8J+UEblTQOeFqjSBYU6L0PrBcvkoEznGRpbvMva0TqwXBukCObDhLup4Du/ecbbt1c8PjY8nl1qcZjdJ/10V3FdDd/9zSsenrxE/eOTocuES3e23GF3RwnXkjL59aYqIQEpW916KOYC3E8E0h4UHWe3+ZvmjloFXQWPZ+9vkYJSPBhcm9tklhJbAgZ09YLvsJC8wOdR4KA8PoKcOY/fIaFT7+7wE/h8cPZ8H80iI+hr2lCrvxkMtu0uRZAhsXOBWlxXXgQTPLH3qoLHMuHOGjr8bTOLF8Y6YEXXgtXCy74DPYKJQxFUq+hLQz0Ah/C0FzS8ulNMa0O5XNHrK1g3rKjoBej1uS3VS3tpH0LLMhBg08BSt8xKfnupSGbn9jryDLD2Pt/UKO8BHguHZFBAUMpz0Y3j29/+9ijCkh0i2L+spc2OEgQkmdnfW9kRxO/dRRgoUCtNz28CHQLBHCTQM5tjQ+u+LKfZg2v2i6B8z97yeDLqHCOC8GyNSCkRS8xn6QLPwx/uEnCscoXKLC9icR46nlAOczqdhkUgteGsoplBfZbSZDlQnsu9RWD2VycLns/Re3+WIJolOfvAK1vzZYac19oDbAL0feCWX8PxzH3KLic89/4Y3g/XFl/LPmYXFsqxiK3yzlUOIrlDwV0VPnd/f//MoYf3kndUvl/7SoNwkWAEqzPbav6FXsWlHw+top4d6d4HS4uqsGqQCaiHglNVzIcSCZACa6GfLi6Z0LVBW2zLN4OuDVKAMkmUKzeoTc5Am/ssdyuY5o5pNk8onArsBNQ7wUkLjt81vDoYljvBtbOypKAiwDiZSYGzkBAUdKgxUSasEWEopYbvueJ6bTjWigbBZIZJDPMETyw9TDjOzq4vS0hrhEVbzPXN5ux864JlNZxOFWVycDdPQLsCkAKp8ETFteNwAOYi6OIVQueDe+d1Exyq4bxUdzuZDN/97uqBQalQAOsKzHPBNLmc6LoCoiUCjmBHW6QZVmdPacdXawWkerVP6Sh1QmsdvXUsC7A2w3xwN5U6VfzGty747ncXPD55ZUyB73ac7mYYgE+/2/GwCB7PgstScVkE16YhiS6Q4r7WpdbB5JoKkOQoRdxVRqDu/jIJ5rlg6erHF79mrRPu7gQPjx2PT4bLKuElTgWSoJlCJfC3iuciFC+6g7DJbAq4PiQCnVIGQ++7CRV1rm6qIvEhpivATPRSI1nTcw2mKkAU9rleF1h3EN/FUCZgqhVTLThUtxIkC002fjIApWKtFXd9wWwe7JZYyxWGo/iHTofADr5z1eEOK9+9AvN8xNIMr2B4I8DBKvpieLoK3p0Fl1qgk6Bpw3J+wkWfMyYv7aV9CI3AIW+hZ80ofaCBDaQS/GX3BbqEZM0sz00WlACCwG4vbyAgyK4NuWIgwTtL1N/d3Q2wSDkIz5f/zXKWrEfPoImvv1wuA/wSgLFyZ3bayBaOAJ65UmRwS300QS71utQw0x0kS0Co1WaCH689TRO+853vjL4DwPV6HbaEDJzyrgbHcy+BYJ/zOLFPudplror6a7/2a/jN3/xNPD4+DuZ8nme8evUKZoZPP/10FPOhhplBBkHqHvjdkgIRJBJ4Ho/HoefOuxP39/d49+4dHh4eniUY5t0EXptBB6/PXRz2IY/JnnkmY5xBP8E952mff3A4HIZNJ1+T+36L7c6APeci7G02s3sLi1zxHI+Pj8+SSPNO0tPTE56ensYYZCnUF2lfaRA+FQeRqpGMZgEqDbDm1RwfDThA8DqSDqeZ0hN10FIlxL10G6mw0GcXgT8eANClFjqAj62xBWNe4tzgW/+m5smSYpAQ/2oBlqvhegXWVnDVgqgIP1jJRTd5LuUGfl1nI/3+giFHyBFUt6qaUrwsfQA+SIlqhR0TXPcsFbie3SnE/cj9fKVIsNyebOkaXcd0azM8njtEHaSvobNGdZeTVQta2NGhedJqra5HPt4XmCqu1+4e7N1pWhEXQJwmQV9Dux3aYxWX/PjQeakkba77LsXlLK2777r1junkc9jWHuXqgdMrp/u7+v0+PHU8nRWt2RhfK4KnxR1gHp46zmvFZTGsXdDUfc9918F8zkP+4XPk55mnCsCtAL2YzVaKvrIAkj3fnq3V117vimVVrE1RSnVnS7GQeRTUEgy4beMloRF3VtwdWkKt4mtN3LZTxIBZ8ObkfXfQ7mvF9en8gNzkM2LxoT5PIYOirr0gK9412PGRPGselKI3aBG0sIy8mzZtuZkHWksoeUSAAxSHyb3mu+8xoKLBVHBpfr32YOhlxnVRXBfFWhR9dlmLWkPNbjQv7aV9IC0DC4KKzLK11obrBEEzbfPy8dkKkOchENonRwLPZQF7TTkBRgZrPN/5fH6W4Jf1wgRafP0tqcle6pCDgMzu50Bkb2XHRNMM5vkcx4ygkePZWhvBDAMRnpuPZX0wz21mg0FngMB7zPIeBgC5ZfkHQSfvm0CSNnq0Ccx+369fvx59YjBG9j6PIXdMshNMrjqaGeEsx8ha5byW+Foet9c85/nlPRDs5rwAjm8OqNiy1n3PbGc5Cr3Z+XzOCeBjuT+cy1yM6HsxznuNOvvFtZOL9vB6eY1nwJ77zzlkESsRd9ahKxF3jPY6+u/VvtIgvBIoBqgrBSgmQHdgrh24KvAA4LsFOIjieKoQA6wp6sELn2g1aDVMc0GdDXWCM+UBQkt1AGYQQKMseos9fzOYdlgrsBJARQEt8VxxSUEX4PwInJ+ApXkhEycyPTlOEbp2xJsCALC5p7jbSDCl2KQEGAsEDsLXhjpv7CwBUMiXAXhwUkqHTGUEHFJctrA2B6XHI51kDGsDns6GWtzu8NrcIq9UHxM1/xG4tEHEwWvvhrtXgvOTM+2HU0U7GxTmgZIApQLrNcqTh2wGEk4r6j7mKwqWNbYJD4JVgcuqWNGhFXh9qOiretXUCLTqXNEWxXXtuFwUl6tLWCDU2guaFVyuistV8XSBS5kaAmg74J5iLnSkS/rOBJNfp+pB11QAdwL0wWairer2Icm5K8WwNvGCQc0lT4fIPwAQhZWq78woiykxURGh73Z7wzkm1dedg/tQv2AG8PG9vw9850JxMUWRGjs4IRwXn1u3k98SPVlYqtQydOleFAoh4zZETOjjoh3aimvCxXCaPGzQOK+Ks94mMirdnoqvhw6XqcxQdFSoFlyaa8yvdULvita7+5+L96WKF/15aS/tQ2v5Cz6zhwQbGchl2zM+T9Z2WZZnkhSyh5QSZPY2J5Rl4J0dMbKMgCwimT5KD24BiFuygdz2j+UdAIKaLJXJuwRs+f7za3JC3bIsw+mCkpA923wLQHHseb7WGl69eoXHx0dcLhfc39+POcngn33aByVk03MfKFkha06GNldS5M4GGfEc/OSxpTzncrng6enp2c7ELfDLe82gnAEP+5HXY2aCed08Ntl9hkEggDG+eT1wTvMuTV6XWffN/tPhh0EMGfd8/1nXvg/q3sf+Z2lQPj4z9nw/5TW6X7vv21nIa5GyqOzZv5fifJH2lQbhA1U6MY0ajKVqwbJ4kuLVSxbiAOBNJMRVAYpFRcpJYFVii1swLR1zdRZRVsF67Q7aqgMhNUOZAVG4iwMzQzUSCSFo6smOnnjoQLMp8PgOOD96afIwd/BKjQYA7j1todglq8664yKeWKja429nRKtT3q4ThgUgRlCWDjzLwX2juxrWxY9roV2uU8EEZ8GvK3BeXRdeJ6dGVd3tokrBIh3nK/B0MRyq4s2risPRvcwFHYfJ/ahrca33sgLH5o4rTQUVFaX20Pp6F1vrztCbhS4dECkRjHgyYevAdfUj3Me74Gnt0OIFcZaLYVkMdfbERxHBp99+gonbEq5LR2/APE9QqFd67IKHx+bSm+7ymdZ9zN0xR7wgjoRvuDlDTUtBv0fv91SAuXgSZgnwXqpgciNyLK3DJe8+VjDDZ+863j4protLlgQ9dlxc/tKuiOMViMI/UgxT9eveHyfModWfQhb1dPGqsZerYWn+gfG1+4qHS7D/xXC+TphCup51ekUU0+TuO2s3vze6p6jbGqr6jxkrvBZUEUzB+E+ID8+14zpPmKpFYBHuQwqUw+RJm30LPKUUt0xsHYe7eUh8GgpwrChVsRYBzBnxtmpIwgrK/LxM80t7aR9aI5AheOMXdq7GR1eKW8fwhwCIYI/JiZkZziXb9yA3ywcIkgiM3r59i4eHh/Ecz0FQyrY/H/Ccdc6vuyVfyECJsgweS/u/LFcR2SpFsjDKnskl88gKlLVWfPTRR8POD9i04QRvZKY5B7yP3F+y2QTaPD7/yyTRzPoSlAMuw6EHOdnob33rW2NngCw5+0fQT2cU9i8nguYx5xyTGc9yIL4u75hkXT4lOVnKAWBYH1IPv5/jW2XcCW4pb2IxI76OMiMGFLVWfPzxx3h8fHzG/DM4ePbdVLbEUQZE+/W4D7b2+QZ8fH++POYsvJSvnwH8q1evnq0PutVwbG4FU1+kfaVB+KIOSICQVkjB2rwM+YqC4toQVAhWqbiYQdburiECTHC/YisFvRVIUxR0FDF3R7kKDsX10yVYaDUHJRa6BBMHiAZ39eioOC+AVAfoJuJg0BRvHwyfXSveroKHp+46anHVrMJtAYupa4/FqxRiOEcA7j2uIU2oo6AKLNjEHnpgLqDqNnBFCpZFodpxXVwTTlAGc8j/9kFxvjgoNHji3xS2hU2ByVwn3pozpYeDA0rXdAtaN0zVXUJcJmIACp4em7uhVC8HbxY7FvDgZbn6eEIqDvOEde3uRNKdYp0DhHeE3rn7vHejG0zH44NhPlaXJjXFu8eO87Vjnj2Bcj4AKMD57GB9WW0A+8viHuFNPRBpXaEWVolwdlmNW3XwR9XHdJ58fA6z4DD5nK0tklmLQZCqeBX3da+14LsPDZfVJTUmDlTn6uDegwBKThSi7nRzdxS8eTPh43t1H/PiAdT1ani6GN5d3PHmfjZ8cuesuyowSYGYh3iHqWO9K+jdUFUwm7vTHOaKY/Xx7F2xNveDF7jcR1UwTRUFoS2NJGGpgEgN7t9dTVQMXRRXDXcc2XarFJ6gaTBo6YB6dVCRHpIdoE6K1QSrASsMhwKvQtsFEyoWuH2kUB6kL1T4S/vwGoEGsDlNUFKQ2bqcNEeQTeCZmcn85c5qfplxzOx2BiRZm2rm9n77JFCC8Kenp6E93ksMbkkKeM59Eh3PnRl6MsFkkDObSkBMQJpZaAB4+/btqBTJc2TdMFljSlFY8ZGscy7qkt0+3r17N0Adi7RktptzVUoZspJ8PEEsx+FWKfTPPvtsMPeqiu9+97vP5o+VU3PJegYkWX7Cx3NiYwaL2doxg3DKLvKuyi3JBwOWzz777BlznxNpcxCVpRl3d3f4+OOP8fr166HDZzXJp6cnPD4+Dv09q5DyHGyHw2G44GQdOLXzORjLDDYDpaz9zzsofG0OWrLsiPPCPnB9UfrC49mnHAxxTPlezWPyZdpXGoTX4rpweoUDlKhSvxofFAGR30FQpGI2QzGDFAe8Zs6Ohls1zBTS/fwNbu1XQsaAWqFrd/banCm89BJyjvA+7i634FS4ZtzQrgXrWtzxgyxjgOCugEpBiXvokZhHXYkZ0HqPc5qzo0XQWwvS22UNpTL5D+66UgRmDb0b2qq4Xr2AzWEOne7aoVZwvjT3LjcHgyJhfChuMfj2cYGaM6KVurHQZtvqAHaaCqAhE3ASGOuiUewHgDmLbzB0M7S141DNrSKros4dqj0qcLreWKcKSt57N6xrw9UKRw8Gv24pfn8OIhWHgxcr6k2xLIrLajifO5YA3R0TLiuwrKHjh4NeMx2yE+0ORsHtKbGht6/VfHzhZe9luJh4SXeY93vtXn5eoFhXQ2uCp7N6oSmLNVwdUAPBxHfXac8VOJ0Exxk4HYCvfVJwnPxL7ensQdH12rGuitINryYvbDNJhcD90PvqRaImKKooPjkVnK9eAbTDnW9KEfRI9nRtvsbuzEhBRTEDJByANHY9wLhIgK6wKexVxAPKqxmOxTAXwEQxiaFODU0Fi3qypxQH/76p5NIXbYZm/t6za8e6NkAiy78C0nzMJ3S0y0vFzJf24TVqj4FNggLgGUjNrPLejSEDWLYMgvk4wTmZP1bdzPpzgp49cOM5yeZm8JVfQ9CZde18TXbHyJIBAmQeTyCUQSHPx+18ssbcFSDzTRC310HzurmADsd8r2PnDgGPzQmf+R55LAErQR6PzzsZrF7Kcc3zzEYGnCCaYJRMONnwp6enYavIYCkD/hwI5XWRpSQEoxloZ1s9zgH721obfaH8hFpnjltmjDMLPk0T7u7ucDgccDwe8QM/8ANjh4b6ds4nnUPyOs26aYLl+/v7UXyKuzoEvnnt5nFgyzsC+/fO3jOdQDrvBHGNcB6zgxABPVl69of3l3ejssTri7avNAgvwkS+0OnCpQxSfBufDJ1CsAB46MDr6nZqNnStTBQLy7dSgSjO0wMYrN2fryFlWdsm+VBzjXeZXO/a1f2fxZyxjkw26Bq+x12h3Q80uL7VAuiilrCWs+3/nMzBxsoGxOP/Zg7mnWH215S6FUCxCAxa9+tYVMpRc7BrTdCa+38bEKDSB8/MfbmXpsGee8VMXtu9zg1W3fs8zKFdPgHXdiPmwWUP232pOhAk+9tNsazmvzeLsVWsi6FbRVcPiJoBpRqklGHX2Ls5iFZnv9120XC5eNGdpRnOV/cPbwpIFdd/K1XczsSOokqGAUCZ6FjFgbGPq4Puqbo+WxAOIDXSJ6lSCkmRmSe49u56cPXFGlVRfc78S81fO1Xg1Unw5h54fXILzfuTL7rr4oy7doU2hXTDBMPh4MVu/NqxnpW6bQNUcAzpFeB2mrVWWFSCVVU0zV+2Pstcb3Q56eNxvokw7h+xO9MBXDrwSgyIpGiZgOkAWGeAVyAlEpzijdBEoEUioBW3I2yGOgtKnSCmmExxmGKs15eKmS/tw2uZnWbL7HAGU2T0cknuDDYyu5mPy5IMAp1ceZFANDN41DFnQEKwt5c/sN3yWL7VbjGA7C+fyyAxA6fstc3jcr+ypdx+bLO3d2bqsyVdLue+B2kc1ywpydp6zgMDHJ6L1o58bS45n/vDx7OGn0EHASv/JYjbj8f3039zXLNcIgNPPn9rznLyapbn7LXxfJwA/PXr18O/nEmWDOS4e8N1ejqdPrcm9pInBjVsvB/OQ5ZK5fPwPvL7gW0frPB6eT3wHulZz7HNcpX9eXgOSqoo+2Hw8NsGhFcpDrpFIcUTLmupqFVRYovbJSLAxQTaAAubPpeqBgIOsC0iQJkhqjA4IHF9sruciBpm8+qNrUcCnyladzDYzX2fX995lcgCB3U91pWfQ2DqB6t2WAndcUg2TF0rWwOIGISycEyTF7ORqMTi0g532RAB5lqgvUHEgWitrgWw2CnooXeWKuHp7W4ha1N03cqb10JnlrQNWQBBJEiIwMSzYjVA93xwIF8Qya4BdL0ojwPctnSUWUbw4oy/s9qtuyd47xayCO/vU+i9pQIukKixLQFM84T5ULBcO66LhpxBcJgKzlfFw6M7opzPTqVfVte9dxPMweSzMJB/kLkPNndVKncm4h5qjQBLGDgojgcZyZgiwOFQYJ3wHTFGXh1V1cEz9efDxx1M4vTARERwnASfvAZ+4CNfT2sDllWxNMXlClwXwWzuZz/BUCtwfyyoxQsQ9RXB4MebxVE/ZBIcJo+mmlZYnaL6qa/3tSum48GDwghquKckrgBBLSX87QfxjRJe6Rpg3QA8duC1GebYPShVUO8E1sPlB667FwjEPAB9QhkZ19Yc6ncFqlTUeUJFQxHBcS44TILGbNaX9tI+oJYBUGZn8+9ZinK9XnF/f/8MCO5BRmaiCW5uAZq8ZZ4tDM0Mr1+/fm+Z8Xx8Zin3LOxeIy6yJSXux4DMab4e/86giOcnSM2g8H2BzH4cMyucgRJdZzi2Wc6SNeKHw+Em20xWl/eSrenImOd7pszkeDwOtpSg7nA44OnpaTiiPD4+jmuQNWY11XxOzl9mcbfvrTLYes5J730AY445NdX73AMGFAT+2ZGHxxIIU6v/5s0bfP3rX8erV68G8KZun2XhM8ilPpyOLzmAYD94bq6V/P5goMNdEj623z3as9B5nHLL7zeuA1pzsuXcg717y16awwCCwcRvGxBuKIAU1OpfztabA+ypwiZBw4zL2tBCHjKF7V2t7rphqOgCmHX0DmgpqOHwYAoUdBwPwCQKGkRcFuBiBUsnI1gjiTFASmEJdqCtzjy7ftmfh3bYohCEt7gAMhXIqtC1YYqiO0UE58VRcUEEDZMDNYiz4dUcMJtJSDjC4aJ7ufc2AXWaHHBjjQqJnhTXuwHFwpYuChJF/4t4IR1Y8WTOVSGToMqEvJa7Rll7KXj9+oi+Kubqj52b4jQ70J0jkXGBv+muq6E3oHTF6dUBbeno3bBE/6/NPcS7xRhPE9riQLpMBae7Cff3BcvS8e7disvF7Q8Ps6Atiu9+uuLhbHi6eoQgpeC6mjOv1VDU0LWjakcvU0hRbARy0CiCAceuBb4D4vpl+DhVz0Fwi8ASrK7vdHS12IHx/lcDVivjHtduMF0wRbEbZ/iZfW2Yq+HHflDw6uAVQZcuOF8NqwJtMVgH7qaGu6ng0QwLPNHyvMQuhfmaOS+K48GA2StWtu7VOg0Fk3glzAagTBOWrligWNWwnq+owULUKl4RM95xgOEwib9fuid0eqEgxcUM81RxoOdrBH1FDPPkbPgcyZo1nIQOBZBa0LWgo+O8CFS7S4RMIDKhis+LGHB/usN6VswSlTVfMPhL+wAbASVlDARwZNtKKZ9LNMyMN8EDgU+WfWQNa2Z2qWvObCbPnXXApWyVEAkiCIiztGNf6jsnF1I2wJZBeN7iz4ltwHN2nv3PsguOTQY7WWqSwSalIeznLSb7eDzio48+GgmIvBeCpmxZSDBOMPrmzZvxN0F8dg3hzgJB5zRNePXqFV69eoVlWfDZZ5/h6enpmSPKt7/97eHIAmAA0yxf2gO4LHEgIGSgwrHa2xVmSUqWSuRz8R64ZiiP4ZrMeQaZEf/hH/7h4dNOh5dsaThNE06n00jupGNMBsiXy2Vo9znvOVcha9K55hn4cB3m17MxB2CfPJrlLdllJgN/zsFeypP7vNeE52vQbScf80XaVxuEry7odQ2yuV4VsaUvBYsoyqFgroa7QwFW3RwZ1NCL634lCtfMJRTLZRMizHcTxCpaU7SmkK64qkHh2Z1TuGKIhFsGFG1xZxCACQIO6A4TcJwFBy1YdXKZSnFnDjb/MASurUOxfRC33nGajljWDrNgQWYPELoiGN2I4LFJIVr35D4LU3KFYDooptnlFL0BhgrH9h4p+PGeZAlRZzAnCcmLs7eAJ2aaqjuSmOFyaVjIbpihTH7fvbkmf712zFVcXtIUVQTr0vDw5OPV1O/hujoTLkUwH10fb6FFvzsI7o7+pXRdFeera8GnueIacpOnC3BZXN9sIQcCMJxjugHa1Av8dEHviq4KRQk5COUSHgxNk8tB5qh+2dU8kJsLYB3L2jFPHYidjK6eIKqRPAgILk8r1uYOPBDD8VBxPLi3uCe8+ji+Oha8vpsw147VCpZLOLOE9GQqcGmGVCyPFzw9AZfVHXlqKZjn+NAJplrhVUFrddlU68DSC9ZenPm2htYUa9eQ5rjsoxREYml48QMO7kOmw8JRpVbUIlhbR5Xi926GWgqeroang+DVbPho7pgnQ7VgcY5k3tx+s0HwaAJbGjScgpoJ+qIo8BvpS0fBBKD6LpEaSt+KSby0l/ahtH0VQ4KkXGSFoOB0Oj2TgRB0Zws5smuZ6b2/vx9sN4Fs1m8TUORjmPy3fw1BMfuSQTP7wL/zlj37Sf00QR6BEhncDJT2bHuWzzARD8Cz5zNzzkawmRlbjjNBJJ87n88DVObAh/fKhFWCbAZJ7969G/eVE/EoX8js/uFwwN3dHahnp1sGGfFlWUYCZpYR5R0O6sEzaM4seB5Lzts8zyOoyPpmSnryNQiW85yS0efaI4vP5EoGOnd3d3j16tU49/l8HtfMFUBLKXh4eBjFh/KayDseZjaukwsxMQiiNj+DZq7nHJjl9wywBcBcA7mwD9+Tl8tlFHRiMMBAI1dUzVaOOUDdv1dzUaO9nOv7ta80CIfSM9LdNuhDvBrQYCiTs7pVwjYOBpOKVdxNpIpLOyS0zmUSpzxDTw44CwktrpluAlHfg69TGUAF4FaYyxlg4XftBCnMyCG63Z3Lcz1QUEN4UFOL7UJyA9C7oiiGLry3SAqAhwiqQEeHEeyPD7rQi1v+gHNm0RehX0ODPW9N0VVCT47QRNuQvPC0hnCH6QITl+HQoeW6dDQvozj6sC4u12gd0OY672XpWJu5IcoEnBfbADM8kdJlvhI+7YJlVVTxyppTdXeMy+oJl2qGOnsJdJdsuNzDIJtWwug2Ej7XKpGEaIPN76HR3zSM27iPwk0BQD1iiRLuXAPquQctNObr6oHDPJVtnEPC5MxwxVRt+GWrAmVy2YYAuCyKaaoeCEWy5zwDXQW9+xg0FU/4Dbu/Ilt/tfikL614QZsArasWtC5oXbEqsKhgNU80zkWFxtaz2PAe7+osfxWJgDekUnHv8W5CCU19V+BhAU5n4LUIpoNgXZg8LBESAtINogpZxS07Y+64mwAUl6sovIpnqT4ZqigvxXpe2gfYCE4yAM7JZTk5kS2zapnVzHaCuRGgkYHke5bM3i35CP/OGnO+bi+B4WPAc3kNr50BSdYw75PT9hISHkOGNctYso46A7D8mXSrnxzz7AXNa1JKksd2WRYcj8dnLHDWeOeAJWvPs6yFjxH0MrGPxVsYaO1ZZo4J+5OlDXtJUU4EzOM5ZKIpOOK/WZ6T1yHXHkF49jnPOw4MDvfn5nphcSO2LEfieswa+f16ZmOgymvkY3JRIt5rXrP5fJk5z2shr88cNPL15/N5BHGsGpt3Wm71K69f9p1BaHZE+u3DhKs6WopksRVekW81B4vTVFDgyWpdPVHRqsAqoAIcaoBmOFguBZDJC5lILORFC7R19ObJY8V8y3+qDv4Z8Dh4dS/pApe1WgkwDXeDOHfBohLA2/vgoNCicI2MoiwIdw6LyowC99R2MO9NNcqCM4gQJj0ybU6CUXbgqWrjWIKktQHr2t0CUARmnpFpcS8WMhX3XyfTbkMHfDyETOfqkhJTG+OxrubAsfnv2g2yug4dcLZ9bUzuBCSKATWVqB7pY9WaYj6Fg0hRLKvgfHEwD7hWflk8qdOL/sioCKrq0hv/V6FWgg33/ng/goWI0WGSoZqPdkFow0P/7ohVQVs9unuoOpuv5q4oRVxC03vB2v0wj1kUh9n9xRFzaGaocCb9ujgzf3/yXRx3ZfE1tV7Ek0tbd+mTGBAJudOkmCZPitUu0NWlL1HDCGaC1QTNDE0N6wDiQBl6/8iDUIsiTm5lafT2Nld9aymQ2BVg3NUtklKLB0KiioerYILgzgqquj97KYLDXDGLAtXHsCugq68Ji0C1xK5UD02QGIDuEh1BHwHvS3tpH1rLWuisac1MbJZqkOnlv/vKkllekIFHTgwENks5Xje3vSYbeA6gM+PK5/J5s647M+683/ddK+vZ98A9SyPYsh48WyxmgHNL25wB6DRNOB6PAByE510CupUQIJOtpTsJr7G3nyOIzmzsuq64v79/lnB5Pp+fAd3sdMJzZd94jkUG4rkf+T73wDiP7T6fID+X3UhyoJIdcdi4i7EH9mR8CWTzTgoZZ95rDrryjkVe81lalaU2mQ3P742s9c/B6a0AJK8vrtfszMJgYp8/wB0hnj/P8z7w2Y9NTsr9bQPC1+ZAaLGKBcFfqyOOeQ6rQWyJb/NUcTwCr2fgUAQFFdZpywZo65DDjOl4cIZT3NFEtaNMnjxWobCQeVQLsIgAYvDzPF0LUJx1XU3w1ArerYbH5sx6j6JCpQgkEXkSwnGDE8riJSuHJ/ka7KsDxniDluLoUOCMpRo6FL0LVKsDGnW2e20OpiCeWOlvcATICV2zbMxvC024mjqoi36IRKEh7ShlQqnic6HuVQ0406mLolagd08sRDdIVNkEHLQtq7OoIhEYBFNcCiDioPkUBYEgrGpp6F1GX9zzm4mnbst4OArMKq6L4nJZoVbdexwYIM9/Z0BiEFG3vAQDnPD8jlxQP8AtLWNbwHdHhGAfrtvuvqFSBTDtOF8MbXVwX4sz3qeDS0Y8cPEiO9ocEC+lYJ4K5qI4Fi9CpWZ496A4XyNhGO6ecncnmFe/kcMBqAHCrQPWvQpltxJSnOKJrehQAE0LrmuPgkT8YPMiVhILQQo/JBS9ACoFKjWsNGWr8Fro7OOBJQQB2uHSl1axrN63UiumdcJkvsYPB/9wvqgXioIUf0+5UArnrm5XWCdUKbDuxXpQBIttrMVLe2kfSqNeObOabJRbZJnFPM84nU44nU6fszYke5nt/XLC2C1QnZnzrCem1CHLCCiVuJUMyJaZx6z13rO4BB/ZySLvAhCsZTkIWehbAIfgaQ/E+DyvtQdivFZ2Gsk2ijxvZm6zNpw6ZrYsP8j3T2007yuDWp4ne3yLbE4hlERkaQ6vlX/P95KBYC7Ow3vn8zm44+97UKuqz3YJCKhPp9M4htfiGLMfZP95/rdv345gR8S9w+/v7wfbTl38kNcmlvyWfINSFL6eoHgfkPDes/49rxE+x7HhcQTV2cnllryJ8pr3JYLupV05SPui7SsNwvskEHEasIonwJUqgLme9LpqyFG8/Pg8Ce5nw5uD+xe37kDzUGxkTh4O4lUup4I6VWhfsU4H9LXBekeBWxYCAapEMFUDxJM5TVz/bCo4a8FjK/isTc4+lorVDNfWsaA4EB7SF5efiKRS9RbSEQOgit4dZEnIRQIHhnRCw4a7AFFApetWKr1ruLxEgNpVhmyjToJVQ17hVC9a3yz8AMH5opinCtedJ/cVuMykrU4Try02J4Llr2sA1KjQKQ0DAKtaOMBgyCE8BVUHO36at6QiyjnW1UhG+7/Fq4kejx4RrWuA1ba5kailN4X5ujChy4kHalU8WKMsw0wxx/hr7CgAsR0YY99jM2btLjlZg3Wfji4tcvYgWCHxY+9OAusKawZRw/0cTHnIXCZRfO31AZ+8coC+NgT77X2Yq2CuwN1RICroszPCh6Pv0LTFZT6tCdbmum2TgmYFqwKPZ8O1GZbweS+1wBNyZewAAbEL0T2XoQA4VA/U3Oe7R7DkBYjoec95hbkXuqDgioLPesH1wXB3nDFPFbUVt1c04HQoqFPB42p4MnGpjwgmEZwKgMmFK70pChoM3YNccZb/pb20D61lYEzWk4CFUof9a7I+NQNGgg0CdPptZ+ePnNjIYwjuCbj2umBuyWfwm3XouWVATvCdg4Xe+7NqncAGJgmi8nn3LPb+uSyN2DukZA084GB2rwvPCX8ESllKwsAma6QJOm8FA7l/HOO7u7vPBUwMJjIzX2sdTiVkyjPbuwfdnLsM/HLiKV/H3ZLsZJPHkIEQx4Dn4zoiCKfUAwDu7+9H36jZzpKgUgo++eQTfPTRRyOIYwCXmfE9kKf2m5IeXiMnJbfWhlUjxyZbUuYgifPA8accKEuSsm0g7y+PN4O8ZVnw6aefPguo9oWfso6f48x74triGtkHsN+vfaVB+Gl2uzWHiZEMiPA3LoAV121PAszFE8Re3zmDeKgF14sXrZlnlmkvmA4dUh11mHjiYjHApgqYYCodTxeBaA8piJftLlUGSJwnw+NScG4FZ61YYy/dQqrQpA7JSSkF0xAb8wPC768Ut2RxuUlx5lkcpNJGj5p4X5fh8OHG0A4Uu7qlXBRgoWxCzYF2D0a+2PbB7eXqMX5cpkI9M5l0oNTqQDpY4N7dm1uCnFcIpgkuZbESjG9Q3oHYKCnhfWv00e37CuYpkntAm0Xa5ZW4R+//NHGryd1crlcPNDQccQD2HUNa07RDpMQuho+Ta/kLKgSqK6Zatn51oNQSQUaIVzg2iqExN403uCGkMIgqrS6RuTvV4ZVdxCVDDBKnajhOhtdH357pXSIg8XmexSulTsUwFZcDNXFLzL4aoBIJqgjN+ASY67WXbjhfO56W7kWlOA206hQPai2iIjNDF0B1s6YsRXCsBX0JUZKEZoXJwrGK1TpKnYDiFpwNgmsXSBM0c4YdrWASw9QBiGvbVxOUyaufrvBKtYdwUvH8h9mBtxqauEb9pb20D60dj8fP+X5nFjBrwgla6KxRax0MKdlvnjOzwgQWZBtLKSNZDnieeEkpBd08CGSBTTvM3zPzyvOw8XUEN1lawT7lcxGU8JjcsnyAY0RAScB4K8E0yzj4dwavwMZ+3mKBCbT3PtBZVw9swIotS3OoHSbg2/cp33tOEOTOQ5agcKzyXOSx4e/7eci7H7nfPFdmcHP/csDGuWZfCZ73a4GBDZN387jyWpklZ6Iq75v3SsvG/FiWHpFN5z3l8eGOyr5/eZ1mP/t8TB6TW3KWvGvAwIU7AFwLlJHtd1M4B3wsr+Mv0r7SIHyOct9i6sltABCTVAWw6uCnFgfKp6NhviuQk4Q3d/MS9Uf3f6YWo84uslY1yFRgniEIQcU8VejBEN6G4ZscIKsDdgTkpLg8ALJUSCuYUVAFeLrCQU8VT7gsxfse0hM6S5hR9rFJakp1U0OIM+H0aPYm1MQghmAAQ743jUywhUY6WFx/PLzWox+lhG7dEBZ9wQaHzqBEwGBwptRzB8mcO2vaxYv3tEO8EdRf03rud0hhRh8tZCESIHyThpi4z3bvCLDo8psCBiEOZpcFuC5w9jkes8jlkziOzLsyEbEAxSQK//i9iTjz62w2P+jIkrNip4/FErrrrpRibBKn3rIXubvLHCaBrRq2fzKCjsMkmKvhOClmMZePKLXk7g5jEXRV8eTW1oClAW11Q8VDd9a+hyzmsnoScDPD0qPCZg8dtzCgiP6lNQLbFPIKYC6UKrkE6yCClsbKImHTYu4pURlbnxJWj4iiPx5JYSou95kLcKo+lh7o+NoHgT4/jOHrPN4iX0p799Je2m9VyxZqmQXncxnAMjHs7u4Op9NpgCdKFwjmyYATqGV7PQDDKSOz2QRGZPx4fO4nwTtfn7W7+fe9ZCCfg4w7+0KAuNeEZ6Z2z5gTdGV9ega0WQayZ6z3yaB8LGuss46coDQD6AxqeTxbvl62sSOgY58z2MtBQQaZZObzjkKWMFAqsb/vnHC5d5+59TmYAXAe7xyc5HVC4MxkU/ab64o/DMCyRCcHSVkjnRNSuTazFCq7+mRpTO7TLWlHnvv8WgZI+/HYn2OfGL0PcvJ7k/fPxM3MdOc1nwPjL9O+0iDcVAHtUbvFPaR7U5h1Z8DhIJ1A/Hgv0LsJ53lCR0XrK+ZJgYNLW2AO8u6OFaV6Qlgp7mc9WL8JuNMVvc8Q+LkRW/EHAHMAkvXTBn0U1MXt46Y6Yf2s43rxku7VnB00BWBuqcMkTR2AL6jKmNzjVHC9LA7qwvoO2mBWAbikYGkdEwKsBC3Z0oenQR3MsiJhJOQZnNCsVVCmgsZy88E0w9qQQ0xw5lSbwlSDpS3oFlru4iz4snbc2RRyDt81aB3DxcUZU7c5VAsG2QTzwcup1wpcV5ZQ9+cUbgNJVlZKAbTj6QxcF8V1dZ355dpdJhG6lYkRazjSAB0qZVSBnOeKwPwjIfPV/YRlcUkI9ecCv7cqnvJba8d69rFR2yQrrW9ymZn1hSogxXXOLtaoA2PWChwPwKEKqlSsDSizQIpBgrKepjLkF6UKLlfDp58ZLlf3ir87wkvBBzC+rsC7S0Mz19839Z0RlWAtiktVfDLGzUdexfYlYhBME3XawCyeMLmKJ2GKAFBFnTD09hKgnZ73ooY3E/D6oJgqfP2IS2teHYHjDLzpBjkbMG3uQFInLAhJEQSTuE/5jIqigH6Jbb+X9tJ+qxoBSmZyKQkgaCFwpb80mW7guf0cQXhm0DOzDmzA7PXr1wNw7Vk6As7f+I3fwLt37wbbPk0Tvv3tb39OFsHzcDs+a8BzY7BwPp9H3/eMLrf43ydz4fUycM6NACv7crPd0t1nljZr0zkm1+sVr169GtcE8LmEQp4nX4NBEaUV+Zp5nDPLypL0uUpmBrLZ73rPoub1k8H2q1evcL1ePxeMZKDONZf13LwnjjflF+8DvJkh59qjZ3wOMlgIiOv5crng008/HesmV8wEXJbz+Pg45jpr9vd+3ZkBvyXPYY5FHq/8O1nu/dxkiQstGPP8sxIorScfHh6ezRVZ98zac1y+TPtKg/BiPSpkesRXgwGXWqDWooR5weE04dWrCd/8wRXzoaLUghpsq6CgFUEPhlGOBU+luu4air4qgIqQnuPaAOtRNGAqqEfAYLhenUmeJmBdgPp6xrEo9OKJhJfmenCFolRguRqu10t8uJQopBNJdVLQrTtwLZRdGPrSo/qmg/6pCg7Hg4OcgbrL0CvTltFBp7ObavDqk+p65AJPPlQlqAWsK9raAerDo6qmywTKANGj7Ls5X9rNQSD1xCUCEo90DcdjRVsMgHqCKQKEY2P/axW8vnedMeBJsQCwLu67XSZxgD65bGJdO96+7ViauCY7bBCpbbdgXK27RKebYu3A0nSA7mI+txCM5EImYlIK4jsE/qItQGowTEDpKMUHXOEymDXkJlPdWPS5Cl4dnD2f5gmXq6J3w2muOE1e1MjMA4/jsUJX17WzD/MkOEzBGsELRxUYTlUh1jAZ8HApeFwr3l0Fnz4BTzo4e0gFSqk4HuaQ0ViS6jiY1r5ZYMIANcVjA44iniMREqm1bOy+qfrYWIMXgxWcTrPvTXFno3gS6f3BC2p1FKxWcbyfUGdn658uXnio6+rBUimYimJRQCYPGDqAh2XLqL883zF+aS/tg2gEwQRCGQACmz757u4OH330Eb75zW8OrW4GEpk1p644s7uZKaZulWD1dDrBzP2cCeoJPgEMd4xsFUcAReeIfREeAINdzUmBBFtsZPdvMYM5QNknJPIx3nOW2jDoyDIRSjz2BXtyQR0ex12AfbJh7x2n0+lz4H6fNMhgiQCa40KPaPp183kW7MkFf7KfNIDRD/aLOxZ7Vn4vzeC9c1720hW2vH7yLgPvJwdap9NpBFRkpZlQyXuitzbXDfvAYJHXyQWMeH0GI+fzGW/fvv2cjpqJkPv7zcED/+bzZKdzdct8TJaMcF3lSqJcW2/evHm2XlV1eKJzTZK9zyCbxzPw5H3vpUzfq32lQXitm091rYY5ylqqChQTWmQJzjPw0WsvKT4fHehJEfQejAJcJjDVAiuREEOv7CGeCN2ETMFouj2cyynos2xeer0B1nQInNcmeLgo1GlvaHcN8jQFUNSOpTW3taszRFy+InPBsCAEIFVQ1B1LYO504hZxhlo9kRRdHUAFcDeE1SAMCLtDA0uqAxCCOtdJa3PbuNb8eH+Zn0+7s8oCQMN9hhKNEKEM8Atz9vR6ZSamoa2C1jfLRTN3Q3GW1Xt1PDqb7J7Uzkr3AKJS/bWnU4FqwePjisenBrUD2tqwrF5QqfcAhcCQgKC4DKdHwR5gA54+AK7dNomS6mJ4emqw8AGxsUvhwHOuBXcnAmkMiQ+onAiAWqsnNk4FuD8KXt0XtBav7z781sO1xlyqgUIWKL4EugcPXhTHk1ZV3TJwKkArgqUJHq6Ct9cJ115xbYbLuqDHdqfHcq7lr2NtACpZ0iHjvaDKlOGQOCFkX+ZjeLo7wMK3vqNgPs6+KyN+L6UWiIWG3wyqBYsIcKooxcH/AV7x0kTQBaiT4OOPDE+r4Nqc5W7dnV3MDBWGu/sZbe1eXEntGbB5aS/tQ2mZEeOWdk4QI+t6OBzw5s2bUaQmf+lnScKeYdtrmoFNArG3YgO25MlsR0hQ8fT0NMALj8lSGoLInPxI9jHLADJTnplL3v9eJ3uLUb8leaF0Ip8n694z+OLr3yefYd8ou+AY5yI8fF2W4wB4JhXK2t99Aqaq4uHhAe/evRtjTB005Se83ywXynKZzDLznvL9stx9Bqv8lwwugXROrMxrhbsxpXjS7+vXr595fOc53K+xvHORXW/ycQwAWM6elTXpx55tA/MP74XrYS/NyY/tW+99JJdmdjrvuOQgiuNqZmMnKgedvN95nvHJJ5+MxNJccTbvTvD43zaa8FqdvbUAqhBnGQUFtSikVEyT4HgQ3B8dXJQqoQ8OeCHuI14Ktu10EORGAR0gpBIBZBUo1VBD6gINjW7Qzxa2cxaJddcFuFzdH7t3Zz9h3mc1B/JdXWhBzF+q07KEt1IAsYJSDN066JJHbbaDYT92+2gLaGvqeXfU72Y1uRBEj9v2Hxi0e39KSD8Iinn8GBO/lHujR+AiQOjcPfAQuNRHw03E32BDMeNzU4B5pnViMM7hby5imCqrdG7Fb7x4jY3ABIINgIPyEJfuNDX3B49iMqUwqRcBnm302xmKkFgMTOxjXeN5Na926eMVdn1pBiTGbZ6AuRrmuURgoqETZ/Dhc2DmweE0xY7FWBv+dwsfdCbAepEhwbUDj6vg8Sp4dwWaKVoc4zGqB0UlEhy5YJ7FmPwlfa4xCVfNq9GWyK1oKpiLwaonbvJCJh4tShQsKmGxSSnP6oOHOhuqcq40HFkEdfLdgl485G29A/Qv98XgX2AagSBcf/7SXtqH1jI7mbWiBIwEy9zqJsDcH5dBeGY099rn/FxOkNsDtAwgCbCzj/YesO2dSXhvue3lF9+v7cFlBlj71+wlMjwm/35LG53BVQZvWaudmdV90mK+HllWum/w+lluk905yBDnhMhb957vN2uls5Qoj1PuO9n/3Ne8Y8C53Qc67EOWRNVaPwdA93PJPuXHc7JnBu8ZiBNwXy6XkTS8d4TJY5GlHfs+7//OfaE8JAdSORDb5xPk4zleHA/Od/7hGPF9kZnuLCt63/x9r/aVBuFTWKtRykCggWJunzZVHI6ulb07UKfqoFrES4+LOGtaClCjKAmZW4sEyCIBIMPFwQGne2DXWmBi0ObMoZpX/4MqevdiNE9X1yg7i6nDrs8lAXDAFKweGepSSjDsAWwIaEQHo+m6XQdyBgfyFoHC6DjcqQJx3megK37XYG43VtybBXizmrOMn5W0GW8WCTae4E4KqGbBNj002t+uGzgPtfpORK2CdeUXB91ZCqZqmCefo2U1nK/uc12KYFm2NxZdSNaWhkCcSW/d9dzm0+tvsBF2BRNdNs26umobI9CJYasBZi+LYmkaEiKuGkEtPp8SQd9U4cV5prIx5KUM5jtWpNsoioNRDaDMap5dEdKRsHxUQJvh3Bx8v706E35dO3oEUQK4rzbjpPTFxrwDiUUg/E0iPyACJfeed7a7VJfEaHMpWKlbIOkfPhFMiER+AL80PEBbusGkYKpAnXxHpKuOaKkW4DADLdbysoQfeKyfghjr0PGjAFY//yXz0l7a/+q2B8E5AY/M8el0wv39/fAiznKKrFvN2lUA6TNXBgOZkwwzoM8gNbPUZCSfnp6e+YTv5SE5eRDAMzDLx/d65Nw4BpnZZ985Lvskxv2xOWmOfzO58VZlR7Y9QHsfM86xy9IFsrtZkz3P87juXqaSpUcMavg374UMLCUUPH8Grjz3LZZ3Pw77++B9mtkomrNnmPP85byDzPjfSlbM63e/05HBLh9vzQv3EHyfz+cRFGRWfS+xsfFdYp/re5YSce1nAJyDEs43GffcKE3KQQvXPdfTHuBTasT1crlcngU8edyynv2LtK80CD9OvpBpc6e9j7LggOE0A5+8FnzykeD+bgN8gGtppwnuzUwdgdPEQyoB8+3yKWwOMRWg1EjUC4SpzT2UJ41KhOqWd63jejG8exS8fVA8LTrAJYsAQTw5kkxnkRKVDTcLQphBzJPbVo0C93x/ShQNqgGhiGfEwTIBltv7qTP4cXO8P8BlGLGFAMDtBhHH+GtqsM06gDUHyqKPBQiWNKBo0Mv+hvRkUIlq40N/rK6hr1Nx/3Nxe8HWbMyTGvDqFW0ZDedLx/kazi6YoKhYVn7QuetGh6AqMNUodNEMl8XcizvGzcvDD2GOT734OTB09M44j2AF7qIjxf21r2u4x4wy6n7Q6TBB1c91mL1q6BRa+d7hxWZkwlQNkzgQb12xrAUivuYO1YH0dY0qos2tNAs9tCfgNx+A754NjytwacCyhpWjupCkxhzQv96qwTrQhYnG21JS8+CuZocdzq1snvJFgFl8To+TO+eI0a/bdwN8t6SMwjsVXvVz7UBrBX0ylNohYpH34HaUZaq4Owpq6Siq0MU8eTMQdykV1hagrRGwFcyZun9pL+0DaWQYqbfeA8Dj8YhPPvkEn3zyyfCbzsCLWuz8BZ8ZakoqMlAio8vG1zOxk+eiPzglE5fLZfSToJDnypISnmN/P9kCEdiYVv6dA4jM8ud+ZkALPGe9M0DbM9UEfJSr7MEpAectlj2DXyYW5h2Dw+EwgCoTEnOQoqp48+bN+J0BTe5jlrxwHKjbJ2ueCyXtdwTyeGZAzP7nsaG0hAEWGdk8Jnd3dyNAyG4nvOdsSUiQyaCBc5mBOLXu1NszEPjss8/w8PDwTL6Rg8C8RvJ87OeJc8y+ZHC8l6xwnpk4ypbtB/PcZZabc7DXkO+DZgL/rNvfB8Pc4fqi7SsNwhu8/nxXL1RTa8HaO8wUdSp4dTR88kbw5hTgoQKAxjHOeLaVRXEUZS7BBjtLKTBM6PBa6A5c16aoE0u4B+CGQNUh72EumGrHdz4TvD0bvvNguCzA2t0W0cxQzLXN3Rw4Q8xpdisBngEr7uJRq2AuXpxFe8NxFixS0LtBpKJW0sxAqS53KNLDBi7A9hC1wJPlJAKB4nIPg1dynMIWkLKMKu5I4Sw7IAibOso9bDsvQpLhbxZnVtfV5RKG6oVxujgwJDtLW8QUHK0LJSQOlO/uvGT8+QosTdC6YAk5hpmGVAWetNcVrGZ5PDjI75qtHzkWPuZVtq0BjQBEYtyp8S5iQ/ojEoFG2+wILWwsQ1GBqRZMc7DtIVI5VB9fhKTErGIuHnQpXKJkAhwjOJhDLtUbQi/ua6xb2BF2L9zznUfgYTEsnSXjDVLdY1vMUETDVSS+rFbusMSH4NgaSUGoDw4kdj8E4X9uhrULWvF7MoTfN5wdNy1o6mNconAVd00UDuJbd733PAlEJlhvWBafq1IM12vD8TB5AuvJdyYW9eJLS+toreN4PECnCugKtB6w/6W9tA+rEWzxhy4NBEvH4xEfffQR7u/vBysJPC8Hn4ExsIGSzJhm7SslChkMAxtoI+P+6aef4vHxEZ999tkzWzi+NgNu/pvZ2RwwkIHsvT+rLniLvWbiXx4jtgy+MtgkkGRQk48hANtLDt7XcrCSpRpkQvdSkZxwR3Y5g9FXr15BRAbLy4AgA07gecEhVR0+25Rm5NeyPwR7mQXOcoq97IZgMlsxErzyfjLwZsv5Cvv1xnPs55rjtfcgz/fP4C7bI2ZHmBykkbHOLjb7HZP8e15/PHe2iOTfOZi4JTPKEi5VxfV6HWNDtptr+nK5jKDs/v5+3HdOuqVzDsfhi7avNAg/R8lwT4QEqnZUccAzF8UnrytOBweNZkBvDs5L2YAf5QoS6LK1NthGIJhQYDDk0ySoVWF8r5vrgqXQP9sTEL/zTvD2yXBegFVdv0y03LkIpKQ3lITeQEJ+giF49UXijKvAMBd1BrIK5qkM7W8pnsBHOQXE3O2C5R4lmP/q0gLrNlxZeksl213P4G98IOQNiHu0IQ9g27anxNnNAKeuynFWVKTCLOn2gqUdfudKFtULq3uBIgGs4Oniso/O1ygCcPNDrgxbQWfhY+6i0I3rwLGBz7i2S46Sk0zhmGzadUpREH2qtTog1NiF8K0H8JV8dQlpDlRxPJQo5OQFdmoR1OoMs2nBGjsfXmnSz9K1Y22R+Csus2rdcFkUl6vLcR6uiqW79MNs2/eIzsBDsbCNlDIKDUWWgY9/BExuEWnoEsnOFuqnuHcN+0iF4FQ6VvNgVSSsDs3XL/MOfDeBf1P/3nFeXBr26uhB2TwVHGZn9vvV+1Cr4XTw9/HTteGxeUEiD/kaTDqKKCr6JrV6aS/tA2pkysgCEryQWfv4448Hs8YvbTKZt7bhCRwzAOEXfQZ7maUksMoyl9473r59i4eHh2dFU/Ztr8m+JSVhy/IUXouALwPyDOjYlwzI9pIJno9jmWU1Wb8MPJel7Fs+F1nMvVY79ymPF+89/2Td/uPj4zMnlqy5BzzwydfhcQSx+bz5ulnywefy+bk+8g4DGV2upz2rvJcNqeroH8c05yVkMJmBfw40OPa99yE/oQQl5xPs5yb3m+x57tutOdxLUPKc7WUt+bw5uMjgfb+er9crTqcTTqfTeD8yWZpjxPfomzdvxvvnfUHDF21faRCu5qXGNyrV9d2HCTjNijevJhznsB6Eg5xCfakEW1ngwEe8qiN1uRKsqbUYWLHBptcp2FGyoQGwCcwvF+CzR8HT1QukjJzBBP4UvlVvwkUaAEm2iQwsM5hollN31lXhOuxKKbdrwwP8uqVinGdIW1xyYaR1oycORBVmDs4cOKfCNmGAnYOX6PSQpjgwDrcLc5mBWg2FhmzXB0b/RBh1yxgjAsMSSbctpCSt0+slCtjAMMqbl4q1e9UgBlYeABBgB4OEkOpAQvYTeuYA3bVGEqJyvlKkJRhJnpT3WExq3gEVkA3mj2GqXtZe4H9Tty7iMhENtpoymN6LM83Jn17NLQkfL27l93hRXBuiYuRWSId6cL+BMuQkLMIExJecRcznGbvOWsd8blNm43kg9PQREEyW3nfx4Qjx4BBR4Ig2lT52HqRem7kHeiyfqQrm6murSI/+RqJ0cSC/XBXdKiAVU/FtiEk6arn9RfrSXtqH1LJWlF/sr1+/fiYnIVuewWQG4xkM35JqZI3vHhDmPpzPZ7x7926ApH3bgxn2+xYLyT5kyQCvn1nk/Nq9tOLW9d7XJ2DbKeA5coGcW+dg33jcXsN86773+ufMVDPAIOAlENuPR35t/juz97cK7ezBf94N4HH73ZH9cbkP+T4z2OcxBNC3zpUDAvY3V5DM8qXr9YrHx8fhg55BOoBn4Dkz0JzHvL72Y5gDwHzsrcbgbA+M8+97iQt/GDDzb+4a7JOls+abXvvZ5WW/Y/P92lcahL86AoepwLRCukKs4zi7G8ppNtwfgePsyXoG1602FZTw0i5w4Ok40st+1zo7UOwK7RHpVbeak9CaOygKy7vmGmpdO6a5QErBZ+86Pju7TlcDxEzVBqgzE1hxutt12ua66Do5Wx3AtqSkNDXBujZMh2BUAsw7EcuF5cCra4fAUIrrbUspW4ly1Ej06wP0uiQ8XGCMAUIM8mCJExteZdyHAjBz9nTtBubJqcaiNUHvUfhHIkIF3KO8+M4EzVnoZz5N4Z2uwNO5uUNIZ3AQeucari0RNIykXPNrXLoFs+7j6XpmwZZiGX1noBLJuaoynk+xS+w0FKytu7Ug/J678p436tggqHDf78PEQMQ12tWjQahVwHRU1qRnee/A5Wqo8+T2fgH6Hy8d33kEzlfBdXFGXMrkicCxBqbi9pXWnYGeZhlMOoCoalkA8dXjEanvvtTiFYV8rZknjoJrEZ6gKR6kqhxwmARrD62/mMtwMPtYG2dpGz+L/q2rYlk96DlWC+AOFBMciqFKRTFfHwbg7mhYFkOd/T3jFUqvqOJ6+l5e5Cgv7cNreWuaYOtwOOB4POJ4PI4iIBnoZWu0vezker0+k4nkRLIMaAnyyHCzUiMZvO9+97t49+7dSFjbg+UMjIANqO1Lzmcmmow7t/Jzwl2WUGSpCp/Lr+W95eAhBxp74Aw894HOsp7967NjR27ZDSYf23t/5nuddxvIjD49PX2uv5yTPeDO98yy9Ry7DDLzYxz/PI655WMpRcmMcdZO53Oxj1lDz7HL8qa8U8HzUZaR+/z4+IiHhwecz+fBhmdpST43ATKDtTy3XIdcE3le9mt8vwvAJiKDyebx1Gfzvm5Jj1h8ifISHpPHP/fBzC0N+T7Puz3fTxa1b19pEP71V4KpCqAFdxUwFdydBKeju08cZ9+29oIxLrmQbpBpcrW3+8ABCJwihnkWrKvbCBo1rsUBu6dFCi5POtxSeujF59kH/XLu+D//Pw3vHjuaumZ27Q605+I2dOtgfYPxO/BDMAAwImLsbesbivuYqzPgXENt9YqIBIpEyxr+4VKAaS7Q5omV2nWUoSdgYmEaY79SEEfmumkPC0KKLsrw5BYBqovWn7HsA8iSdqb8Qdxq8HScMUWg4cxsaMRhWJetUE1rwNqVGBeh2AHUpTIMPPzN4RKi1sPCMEq4R3fGPQnIBMcbObTfrW0WjOyXSFQ5FXf46J27Bx74qHrlUMBtFF/fTRAYpqI4zobz1dxjuzjr2ztg2j0hVwGxgjnKnK7doEvH9dEDKFV1h50FWFRwNeBq4a8u5n7y8JCimGISQY/xLuo2f2IGqQLAddsSzHjaQvFdBiVgtphXykic7V/WjmLuGCPw+QEENQoIHeeKtbn7zzxXRH0kH+vWoL2jwyt5Pl0Fp3s/3oMIQ6mCdl1RjhNq9aBhnjp+xxsv4NOto5QT1oMXkGrqspyX9tI+tPbRRx8NoMF/c1l6ArysoyUYEJGbbB4TILOUIX/hi7h/dC4sQvAv4sVS/vt//+/DvxrAkLjkpEECIEoTbkkJciVJAJ8D6SLyXjeMDFTo151157ckMJlF3TfeA5nNHIQAeKbBzvewB6ccbybhZZ1+7kuW8fBnH1zkHYjMSrNvOV8gzzOvs9/h43zmvzn/vHfaBGYQnf+mjp39Oh6PeHp6ArDlC/DamXXPFVtVFe/evRtB2LquQ/udr7cPatjXPI95jMhE53nYy0f2c5+Dg1w9lH0FtnXJAkME2DkAyO8nBhF8z7CxiBXXBRN3P/nkk3FsrV5ZdF3XUT32i7SvNAh/c1dQxRf8QRzwThUAPIFPFge5PuGKdVXMM6DWBigCyJTSIWKCBuuadcHuW20AFNY61tVt8FpzkHFZDEsD3j0Zvnv2pDVDgUtI3M7QT+WFTMjQulSgoE5TVHoM0C8YUg6uBVcPbBUbDWFfhzgfDNI7pkKtdSR5igzgrgr3d9YopKLuYT0dKlBocwgAJbzJPWnOmmLoUQKUsV9m1GpQ8uDFV1qjNeLGrLuu2oMnl67wg4c66h7Mt4No7X5+sRIj4GMCc8lDNz9fre4C0rphWdWZc6OVo0shjOUhEQmD3cYtuac5Pb/JaCOkS7HbMI7edOZzjQ8W+FxS7927/6xwwHh/EBwrcICiFcM5Cvx4sScPNrD6MCmA8+pjo3FPlwW4LkBrPj+1VkC2oKyIAKa+o1F85qV4giZlJQKf88kUYg6upeS9AcTc2lChiLhWXjnhEhVO8XyNCbyIkB/rO0LVNtMdVcMsrt1fu+C8FOidz2ODQcJ2sUrBdYn3QAkf/uhXEU9c9s0owywG/Up/gr20/13b69evISLPtLnZhYLAkYB27+iwZ90IGigJyKAwA0wy3zwngOFQ8fDwgMfHx2dghgB8LwdgI2PKSo85UXHP3mbwmEEWr0fWOrOLBC98PeURBDa00OO5Ceb28ovvZwmXQeG+mMo+0Mn2jnkc9rKMrEXOgVBOFsznYiLfPgDYyysyw50Di1uMdmbc83hw7Pbnynp7BhNkc9lPgnnOX/ZT5z3kgIKyHAZ9DCSz/OjWOOV75djmQGzPJuddCY7Lnn3Oayu3vdPQPk+C587OMpk1572Q5d+vj3yf+wDk+7Wv9FfYVKvLEbprbqcikQDnDOgaVndkc/sKLM0wVUOtHWWqlM0OwLM2GQy4mWuTNUCciOtUoQXralhXvt4NVM5X4LNH4KkJWujLnRh2druRJeZF4znqg2uR8EJ2hlMLsKX6OVBUwLf6g6X1REXbtMOq4Z44OEgHzEUgKMC4t+0eEclzMNt8tMc5UpPxPwfePE628yCkPjy/SPYCZfQaBZOi774jwMRCOppggGIMeYx7ojui3hxPBL7z0SLBsXcW++G9yJA45yBCI/pyoCjbmBCOxpxvRWueDYSvwamGLnubQ0MEEeq7KQXAYRLM1WezqWvdvQBpeMX3DfQ3FZwXxI6GM/lrMPqq27hSvC2IPprLlEwkdlQk7l22uTSCZhljkVspZQByicBKSoFoyKlKgZqihQyFx2tIa4xa8bRoqLuv4seuKnhqgvNaQzevsU4934FVSWsNOQ229S3VQbq5yQ+WL56E/tJe2m9Z45cwgXiWC5BBzFIN6lHJku81yTxuL1sBNsBBHS5t7wiK6PTw7t27wRjupQ23EuiyZjYz3VkewLaXTWT2l88T7OTEwCwvAJ4n2WUGN/dzL3fJ198z72x7kLs/JgchDBQyaMsAfC8/4bn2QUnuA+81u4Xkfuz7lJn1PQjP19vvUuSWnXKyVCc79lCusQ9Qch+z/ImSlBxoZKeU/dxleUmetxz47Odt//x+JyXfe9594Hn2azn3f79ucz95/wwq9q/NgH+fGEzgTakR/eG/SPtKg/CGimKGaweWK3CcgvEE0Ff3c/YS4A5CenPf4VIMdRJMtaOGZteUOp+QKSCASBXUVYb+uEgAvuYl6q/ulIYlkuY+OwvOzdAsFkycSNUrDSLABbAxfSIGUcVxcmRd4CC8VwdkCGDozKa6umPIB7bEwFIKVu1QAbQ4Ey/BmDuYBLqUAeTGTQ4gJWCxIhEGIy5JIHQDADOXVEiAIiC0e+McDhadPS5w3/OwBBTXcxOsalMPdDTEOOJ90KiuuYFJAkMfByXrauFqAoE17mDQlnCT/Xhf4gNLXBtONRIDCu9rD77d7RRrMOWbDEf8IPG/PCLu2xgXX0tri+TUInh1MByqy1m6Cs6rF9UhWLUA8c0cdC7NcF5jF0e3IHPYtkfwJWahMy9uJ2nuvsJ57NjkJGwDgMe9WGRPOrD3sa2o2IhvJpsI3A/d72EN6c2o+trVd3+imugIZCVYsaYoU0UzQLrgcRF8dhYcJhlsubu00APe53WefD0CPrilFlyvMpj967ZD+9Je2gfTCBy4XU/daJZyEPgQhBNUkH3OmnJgk1WwZflKZjoJ6AmWWJSHvs17VpUgPzN4PBf7nPXDBOV7JjAz33wuy1Uy28nG5/fMIs/5PpB2C8DzdftkVJ6Xj+dkztw4ntknOl+fx+ZAgf1kyw4ufO6WdeAtZvvW/e5BLX/P8hs+tgfmObeA/eBaI3imvIIJltRF5/HkTgOPuVwuY/7zzsy+j3lNMqi4FSTt53A/5vlc+e98jnwd/p13WDIrv2fc6YRCsH4+n/H4+Pi5nam848S1wv7yenzPZenQ92tfaRD+7SdnRi+XAl2L67bVZQCtASgFxznAZ1f0FqirCsrkTidTVXeFgKHCMF1XiESBngqsqkAJOYe5/mGaK0yBZVU8PnWoFVyuwGUFHhfB40UxTUwCdODUqDcWRbGOu0PBaXKtOWBYm0tpyuTwyLoDrGY6QKKTgb6l79Z75AglnDscvQgcNDYTFNq4GD/sAngF+8udguByHaBKD0bSJRw9PAq5W9C6j40jtTjadEgHCMIhZUg7KP2ZKjw4EgBW3OYvGHVndN1mkWXrxwlhELpmTBOunh3puwdF3M6POvAA4Nq3D8pSQ2ojG6D3KqVhq6gh3fELDhq8SujO1dn6DpeHAH7tdW3+uiLbmKkAcb5p8ns+L4YndWeQx4tCovojXXp6N6wMYMzX0iweZHUVnJeQCUVhIFv9i/w4iVtWFteLqxlWdblMjX4NSh8e1EiPD01uRyDAsmy8OHcoRJzt91jGEzFXKLoBs1Q3QdTwDVd1/XmxweBvbIQHJb0bmtnYqDkdCiZxT3opFZc1vkTHdsz2RVangoKGUia03tFUcW1ffNvvpb2036r27t07ABhOEfzyJ9Ah0CZwIAtOJnafDCniftQZqGc7PYIN6l2XZcHj4+OQHeTqhRlcZDYTwNBDE4yS1WNQAGzFT7KkgyBob7233/bP7H7uA6+9Zxf5/D7QADBkN5m13Tt95OtmIJXZ2RwoZFkBdzD2jHXuY76PvS0jg5WsIc+7GhlcZtDOgGbPyO/HJR9HkJxBKNdUlrTkIOJ4PI7+nc9nrOuKx8fHMRZ57HPwlosWcX1wTDkvIjLOn3dHCIhzkJfnas9i73XlexCdg70cBDLoy5KaLCPJMjEGZblq6du3b59Vsi2l4Hq9fm6nJgfNeR4o3/oi7SsNwsWpQgfEUeLaLPCmCLR3XNQTD8skqIfZnSOqV2kUUyjf3CJebl4EBsWqhlUNiuJkuikKDIepYlkN2rpXd1yBhwtwXV1uoqqAdcA2gKMKQCoMniSKppAqaObAUmCAddQSbIB5CfguQFWFREEdbd3Z2tDclFJRJbTMAFCqF+oRh/+t+71XhHVdgO/Nhi+2DE0wzQTTgIk7e1Cx4Fp79xRfm4OuKjWU1aFZL/yAQujvO+pcMFUZ1nelAHP4tvu4uF5aUBASZweJtTqg7QprimkGJCzvugLLZXXP9+LON8uyjgROVQEKoM0TUvmB71UZaUnoLPgkQOTTYu0aFUEjOofhOAmkTGhrD+mLhlViOLMUcQ/20P57MyxLg4nb7x2mkJeslDsZrg2ooB7d2ftmFT2cWQQAumExL7bTEZR8a+irjh0W7R2tTqjwezmKoYkHIE09QKviCZwSjH4xxXw8+nnNUOZYzxQ9mQ4WGiHR6dpde148O7VU8ffG2of9IVCh8KRMM0UpFR3uxiKxRXBZVsyHA6wAl67Qq6DJ5LsRamjWfC0Wd28Ri+0QEcwHwVwrJN7vqp4vsKwv7igv7cNr2WqNPtcEYGRGMzDIyWK3tOHA8+31XImRjUmOmdGkY0VmXzMLmIFLlkvs/cOnaXoG1DNAzdv9PD4HB7yPLGPJbHQG5Zkt5+8cD/abAIvXyNKA3jtOp9PNuWCwsSwLDofDMztFJonm/u1LmeffCUazzzaPyUm2TFrMOn4zT3bcvpvKs50AAvDMyOdEQs513sXg6/JY54CDjQEhgSPXUk4yzWPNNZIZ7OxckwMZyqEYRGSwnHd99kA8Bz7c7SGQpqRqL5Ni2wdFXJs5OOGxtFLMuzIcZxbmIRhnwirvdy8By3OXpTZ87W8bOcqlOzi7Nvcfrl7dfGh9AQx209LjpTvQFDi2qYUgdjvA1NDDC7ojIi5TtPDBXlbFdXF3hsviCZJk9yzAYuH54JpZXt+Zzw6BjNf0kFfUkKjU6v0UuDZau4XbhAITMJlrw7s5c2woAXS3hDmyqv4Gig/ESEgdOnJXIwCIAMbMC3gG6xkxQTDITBJl8ZuonUhAGsy469YF0hVWSujRqVtWaLfBqgMYANHg4zCSCcVQp2QzmH7qxO0pvxevYEnbQQCSPEmBCBi2ZnA3jrSpuL3RC7etmPQU/UWMJYI5juP8tunM4hVVa4mdDTEsq6ELYpcm8ltRIiBywLyEBr4AqOLzqpF46mIXG8GVmbPwGHaKHEcZeQgW62Mu4UgTy7uKL07XjRdYWJgUbgnG+jVs7yFKi1Ayw2RDIy8KdGgEiVFsqHVI9QDRT2tp5ySYMXigWEvxpODrCpOC5qGm97nwQ8/nYhJKfhA7LF/cCuqlvbTfqkaQzIQ1AsX9FntOCuNjuYQ5sGmz2fZMKn8nYNkD8D1zm2392DKo2Ms5CGrIahJM87V7wJrPyW15grNbCaf5772m/JY8I+vjeQzbXvKwl6pkILkHgeznnlHfP8eWS91nAM1x2u8M3LoftiyVyGO/B6B75vx9+nsem1uWQbGPl8tlnI/s8H43YC/n4P3emieef69751rJ85jzJnhfeazyOtyvG7a9Nj/PdZZIZZab78d8/H6suAbYt33xo/0c5fW9D5i+X/tKg/ClOTJaWFkeGG54vh0fLiNAAOvQHCtgIU2RaqOgCCUP2mk9ZwOAtebVJ5fiYP+8GC5Xd7FonemTm26YYDFv7zsgdOuTHpUhHdUS8DnorFWSKwQgAcAR9zF0716Jxt0lzEL6kRTAAfpZFZOgexZ3GvGFJ7GDsMFUAuQeIF4DhAtBuIyuOANMkD+qafoYqCq6Fa+AWSi92MZU1R+fqp+XjxstQ8K2bl2pD/e+FRHUKcYtgHfXzbHEYlhtoERJD2bQ6scgdO8wstwOaF3yo+NQAn4CVVVAwoGFwLc1w6HKkKF4YKHowSpDA0DHXPg8ejXMpq4bl+LrWU1GsSE1186z+2SgZcwEgFJgYRsoYbnIfvN1gsgUlworGPezuaq4vCn0J9tkI3aLQnIDswDyHoA0dV04ouiUqWEqvltiFvcl8MTgsp21KxmtCrNlBHl+HItRGd/AECnuKy5+N/UFhL+0D7BlyzaCY2BzMsnAes9Y7tnDPRDkebM8gMeTfWUp9VvyjAz48/WBDSztAXNmbN/n/KCqg9HfM5Q8d35t/pe/ZxDPvzNAysCP18gg7Za04Zasg2CZY7svhsMxyHKKfHwG2TmQKKU8Y+7z+bK7SwbMezDOz729RCX/vmeaMzi9FdxwnZABz57z+b73QDMnou4Z9nx/+5yBXLxmPy/s714LTtCf75HrcP+63HJgeIv9z0HiHiTvg47c3xxQ3Wr79ZzX05dpX2kQbgEynaR1gORMmcB6pBIGSynmchVn/By0UoJSq2ASZ5m1uS8zv/dhLt1ozXXmpQAzBMviEpQ1PmeMgNCcqhPYqLpJjfKm56uQMKAWcba0VoQ0wwGQFgPgfuQW2tpSnSlWC103nDmfq7OlCkXDZq3o+Ms29hbAqAI5omVn3nVEKv6UBlNrQl166LkDoPIU8RtaU8yTjOqTw72ke9QgcGCq+tz+cZoK5nmCmUK1Y6oB/rsHQ63HF8VGzPqORzDIXYHuRRTdcaQTnFWYKahJB8HlILsJSF3PXEodYwQ4azy+QiwSRCMok6gIaWquBZcSOw+e+ItSME2CUrwAlETiIwjYzcvSFynxe+iqu6DB7R0vDai1jL5DFdoQsYlA1CVLU2XyqDui1ALM8HVOopwa/K5MelTYVDdmXUOOoh5s1cmtDwnEhQBaQr/eWqyD7T3oFoYlZDuGuVQvJCSReBkDqr2hWIHVKBol6hVnzbB2w6FEQCD+mBjH2AOXjgjWuu8azNOLJvylfXgtAxJ+8WcQk8FXBsAZDOQte76ODDuvQVBOHe7pdBrse04s3IOTvJWer7MvNU8WcF8VEvh8oZssXQA2xpXnz4A1A9Hv1fY68VvjfEvakK+xLAuOx+MzcMpxE5EhTcmJk7z28Xgcj+VkRMoNMvNOKRGvkz3E+S+PYd/34DQ/n1+f11PWRe/XAYMoSi3ytdjovnO9Xj8XBHBec1JnDvqod85JifvkTF577zPPIDEHRLcCwVs6cr6OCZS3dhGAzTN+H9yx7XeBspyJbDfnOa95+ovn9w/vKT+W1+MXbV9pEC5FQA/uVt0IhWu6CjDFvnUBZRqKGuADAEy6s7CUjYi/fp43zamIROl6GxroxwtwXtT10SYuoSBANUWksaGb+4u3QHc1AHegDpSQC0zVMGGTTbgtW6bCEzGJ0IfHnwPMwqDSUeYJrdFhRT/HxPsOQd0eN3eusAhkAvvE/cYXAhlm862FgmeEMhDjq12hcElCqQ4WazhosHpn6wa+J2oRL44UBY/Isuui8RpPbqXXN4lZBcIe0ovyaAeaba4aIl4U59rbYM7p0qHqNoZ0PXELRYxdBITMghZ4Ir7T0S3eWOKWfb6ANuac7K3AK4Q2dWZdo1Oq9AU3SKmQBqAyOPJgbunPuWfu5hCHd6NEA9EP31GR7i/QOHAurhFfbVsjkO2DuGNTXvkaQOinHC1zxyjvqmhEQT4GnHXfRRhfulMdFVNr3dyBRAwl7AcJ+KVE56qhRL7FfJx8LC0KDAGYRFDNUFEwi6GWyYObCC47vviH3Ut7ab9V7X1VHAl0c8IfwdKeSSOQIZA3s8E009EhuzCUUvD09DR0yHzdPsET2FjHzIBmKcpGGG16aOD5tn5ut7bzM0AHMCoZ8vx74E7mMZ+DGubc9sAyJzGyj3xNZqzz3GRWPwOxzJ6zwEsGXBlM8z5y/wjm8s9eHjPP87Cy27OpeZckM9w5YCJ4L6U82wXJgJDjk+eb4DdXD80BQw6Wcssge88a8/xZupF3Fgjo92Of7TNvMfkc730Ca056za/hOt3v0mRgz7Zn7Rk03NK6s7HI1l4ulO+LP/vx+37tKw3CqzgbhiqQObatjQS2b1uTias1/IpdA+ETiQCnCrRgTKcJQGiMu2PlkDwwM7vi/OgAXANQ9G4oViDFkD8vzLh1j6E/L8GcFtNx/W5hGSgO1AwCrQnrAE7pdwWsUuzhABwYkUeVeDxQm5phLubVEiUkDnF+CJPvzCsk6nY9315y2Y52bK/l+MrGZpeyJVr2AHsb2+y7DkUQ7uEpyQgeTrQIcChJaC2qbkYgQzs9twZ3pn1d/acptfQ+ji678SN0wFlLv/kvAhuBGMlxfoXELbomubpmmvp4QLdx4OtVYVXGbQuc2V6uCi3cDeGJfUFYBIZLVH1cu2BVCWtEC4cY8TfnWET+ey1lSHsA89wFiZ0YIZuGtPuxSWgYZIxR5ZSGboVzMuRGEZyIyrg3t3ZUt5vkRFLuEuuYuysiAmhUF40gUwplNHQP2hKjPfJVdyEy70fhh6oIrFR0RBVUL5UKZULDS3tpH1hjwiWwgYEMXggmclJXBpNkcfl3dnzICXS8VillyFAyK5m1vmx7QJfBaGboM/j6XuBiz2rvmc59I3AieNoDZ7b9c1mismfhM+gkI7oHb/m8+Wfff16Xx2fAy8Z5y+CMiZlZC77Xr+eAZQ/2sgwoSyP2+uvMeGe9dj7vrXsii89+7OU7BOK813wf+7Hay15yrgDPl+flVh7CnuHfX2fPKuegYi8fAW4z3fvrZQnPLYnRfkdifz+8Tgb2fE3e/fii7asNwrHpuaUCpAIJygYAlKjkGC4jtOsjgykDdMQXexzfg/2T4o4QaoKlAZclQEJAPp9YhYRDBvWqBCdk4ivlMEVQjKyzA/kpmGICqFI0WEFsoKiSKbetjo5g9EEMEPHS7yxBHoSmgz/q2zv5VwwQZQRQcBTlOwEB9AcrGpEqyOy6RhdxtvHZwoiiEEgH4FN1+z4eYRuQ15DntMY3po2gYGz5RaKol6Vn8ZroP6cE7gSivfMOSe07244A/RJ6ZtmGuI83qD9B/OvAMu7PZDsvCOi9kqPA59DU0JtBKjCNwGz7AIAaFjMsHQ6+zUH3ds+JVWKftgcCwMYkBNhWFd+DELIJ/B+lPJGILIiy8/4+GOfi+4gfcrzLgcltW4wxnsyxNB4TgBviAS/lLlBDBz9ot1srtYyzMl/BzFBsmzczi52HEmPka7trOtFLe2kfWMtf5Fmvun8OeO48kkFJ/jcDY8oCgI2BI2vMYjxsBGiZYWVjnzIA34MyAqI94LgloyBY/jIAJLOgWQKwZ9ZzAh3vP8s19mx9lv/k+2F7X2Lq/rVZA70H4bz2PmjZJzNmsJnvJd/nHozy9/y6PXjPIJfzuB+3fbCRZRd7+z8emytm7qUf+zF733P5uD17fIv1zuPJx/djsd8dyK97Xz/2oH1/zPvWBOc9A/BbgWZ+b/N9ltfmF2lfaRBe4MmNFqyvCMGlxZa9BrB1EFmB0FI7xVvnAsC1tXQMcf2uPqOw6wRYF1gH3p6j6qboYLZZBkbgAEcLYls/EB4M01RRrYNe18SFDuIMc+2YD9MAzzXkEdubEzAT1MUt7tRvz5PxYm2YhdY51qNjv60oTm/u79y7YUjDEW4dIsOFxX2zNxeTeAFKaIsdENu4twGuJIF58yDCqP1AFEtK67h39bLvoO5MoM3lRVvuorPyuvrOQ49KqKpbwZ4N2ZHlNfTWsPHt8VTIHhCBSUG4uwREVd2CBg9MNhAuYHBHnUqMn5g7joTGvIhtYBTcQdjmp4de/t1qLleyEsmdggodhWvcHYRSGb+exFobGiRVrzZJf/EA1mYF0G0fwLg95MsSVbiD4wV0KsEyBCzcw0BDyLgTLQOeBKyeKOqjGPOuHpRJGnNLQUsZgNrXR60HmOmWdBySqUkQkidfk2WurslvBkwCs+IyHFgkbb60l/ZhtT2AAjbQyy/2rNndM9BM7mPJ9lt6bmDbZqet2vV6HcB8v2WegXZmGXmOLN3ITD210beKl7DN8zyqdAIbI5nB8/dixXM10Qy48hjyOb5uz4TuAf2teeBze0aawDkzqnmHguA6jxXHn7sFZMEzQ73XjIvI5wq57J/f941znq+7B8f7e94HenvJzft2RgDgfD5/jjV+X3DAv/N9ZnY+nzvb++X7ZsuBwT5xdr/jka+9H4c9S83zAc/B9X53IZ+DuvB8P7dAOd8T67qOfIDvFZzcal9pEI5ghZfWsSzNddXBBNdJ4IVNogy3NVQBbJZwo1CsF8Nx9qTIUgvmQ+iMr4q2ut5bBPjN7xgeL16m/m4yvDlqlIsHWldMRaICp+PNtRmsKMo0weDJamCyhAC1KMpkqGjDkhDmQHmgOxZZ0bgfcbq/iQcAKILp4LjIASywwtnJgkiUMwOqs8TSFVgbSOJPlRqy0KwLt7eA42EK7Xa8qbX7WBZKYfimdtDnRW9mlypoH+XmfTwKanWJxDVEyg7W3AnmeCq4XOl9TbQKoBTUqWCa3QvaJQjO4rfm415qRakVbdVU4j6AfymbFAS07ZNIzo0PJrguXVBhUmGrAkIPdcVcK1bd3qSluN57qlvxmIrmzifqV6lFUOcj3twr5tJ9HQHoXdxKcwVWFDxeFKV4UahSo6hOVFlVM8zzAYfjjHZdsSwrBMBxqpgQYBYKmSf3uld3z6mxc6IRBDAodCnPFqvUWgIgK0yrByBmY+ejFoHUOtaivw8sxg6odXIHGxNMtUBqxWVZUUsZ75nDXNC7V9U0VNfGb+/GAOselRSUyJVQHCbBFBkPPFcx/7sI8OYwY4riSgagvYDwl/YBNn55s3Jl1vky8SwDiKzJJuBjwiA15DxX9gj/9re/PawID4cDXr169YxVZnIc/6VMIxdjyVroUsqQ0GSAvpckZBDO12R/7Az+MnPPa/K+s3aa98XqojloIbtIXfleSpNZfI4xr3s8HgdQzpaCeS7oC81+zfOMu7u74bGe+54rmtJjm/NGEM4x3run3Era43jwntmHzMyyjDr7n0Eix4DznWU+eaxFPAn19evXI9jiOlnXdRTdOZ/PAxDnnRbex+FwwPF4HEWg+FhuTITl2iJYzYzyXhLD++B95aArr+ccQOw19PM8P7PLpAc470FExhrKASyvn//N51bV4c2+n0f+fnd3N+bot03FTIEnyZVIFgRCoxzFeLDbspFJ0FtsM0mJkuvuse3uGp60h6jW2Brw2YOzlxWCOsO32lWdhYUDbzXDYfaS2iYFJl7MRIbetcBkA7AoBugygIjBAwMpQClRjjYsQEwbujkIZUXNKs7Ka3OLt94cuE0iEKhb9TWXb5gILPy8rQjKThrg4GvbnnHGPapfBosrpQSzaaCHdjGFdo3kWAmtufp1yIZDgFKcTQ59PeAgsBbDNAPr6uPkyZOGMrmria9vw3r1pMW1uRRoWTCAIkCGQCEB5ISxS38e7femg/GXoJvXpcV2RCRr1uJuKQZYkQC24rpkcdZ7CxV8B6M3id0TZ2UX67ifEXNasDYPbM6L4roCSxes5taLnrMQnthkwSLRcV0aDrMXLZqLwHqHaHFP9Qgk3N8++tN9DIACjSqnQjBtfQQhZkDTkM64lgmte1BpsSakFh+/WlDrhK4ekJj5awWG4+wSLYmdkSnG0Vl7AcJ6cFQOnb3wggfG4rsFLUA9/PhpLjjUSOIEAcHk7j0QmFQH66kybMGXS4J5aS/tt6IRqGaNLIHNHtiq6jOguNemZptDfp+11vD27dsBblmgJgNeaqfneb5ptXdLakJwt9/Gz1vve5aRgCZX1MzAac+CE7TuGd9bmuAsHWD/eV+ZneXfHOOcEEiQlZlNYNt9yAFCvkcCqf2uA/uTC/FkEJt3G27JKvbJhXt/bhEZziV8TXaJyazs+2QaBNmZoTazZzkKDBiu1+uz6qPZXnDPNKvqCPg41pld36/5veQj73bsq3LudfvUpue/CXJrrQNwcz1wreW+cU65prMEi+PJgILXyJIdHsPqn3mdMVmT85rH6rcNE14KWIU+LOeCpTUHYUINARA6VbilID8gxb/c126Q8DnuKrheIvGvAUt8x5OYdseQMiQCKJ40qOIACHDwxpLdtRRnbEUAbWD6nQRDLpDh6pJUDmDZmVIMEhIVMx4bEgonD+FJiX6OWmwAHwfxu3MLBRsYwJpg3BfYxlQyvZHCBte1B3hX6nsTyMe4wGBd/RIyJENF3Dll6N/VYKlEvchmzeegD1hb7FC00OkDLvcBc/n8biRu1K+FEQQJApwTuNvgeCGgtWT6ohBXSusoNLO1WsQTcUVwmCqe1u5VWGPtOYB0tp7FlFozrCqeSBoSl1plMPUW82QhgbHwFuxdXVYiiGJJKcFR3Dvc78fvtwDhWc4JH6mPALbiOk1jpcoQ6zgrbhL2i/FhbhyjWE+2jfMG/yPI5fP8UsQ2ods1mKuxzYPrxmOETX0nR2TkcZQS722xWFf8oOPgvTDhL+3Dazlpb799n2UPfG3WQxMEEVhkjTHLi5M55vGZvQO2IID/5pYBXAZCmTHN4Hff/8y+ZmDIvvA1mdHcs7w8Zi8nycfz8Qxm+VjuB8c5g989QGfbj0cGTXyOAUu+hzwveb44F7mUe77/7DaTWdQMdPP87fv6vnG6JbfhfJRSBkufX8d7ZGJm3nXJEpr3acVzQLZ3S8n92IPRW/KMW2sKeO6ywpbvYa+D3zcel+fve2m5942vfZ/8i3PF4/P97wOhL9q+lL/XL/3SL+F3/+7fjTdv3uCHfuiH8Mf/+B/Hf/7P//nZa8wMf+2v/TX8yI/8CO7u7vBTP/VT+E//6T89e831esXP/dzP4Xf8jt+BV69e4Y/9sT+G//bf/tuX6jjAAiAWAFyfyRl66172HAAhaDPxoiKGACgWwNyi+qXh8Qy8ezI8PBkeLwhG17Zy58EhohRIMNbT4QiVCd1KAHDqgsOto0yuOx+gxyClwqwMb/FSiF/UmcveBmhn0p8OD9b4UXWwLiFL0Y3t3KQWBE5bwqEXZeEHD1nlbeyMEYbJgFoSziBlFIihuwrBlQcEMAYfe42eDIxWikDqBr7MqDG3kQRrcOvHpsDaFGuLkvEDe7n9o3tf7/VxcQ8B3rxkffEdiZCO0Hv9WbTA1SK+w0Iv9u0nb1k5kDZzbTsdSAj019VwXV3a4i4oYVkZBXgkJtwDiSh2o1sSpcJiZybgrhRYYfEeB9udLj6GKG/vv5ONHp7wESgRV7fOYkCeUOxBgP8Os+HQwzWCmP9Rj1Rq9NXfEy2caUZAZBjX4qiqT0jMTawo8TPy395jFweukVcRdKXUyAG/D7/BwjJUt2l/ab+N24f23bQHjGwEMHurv1s6Z4LwZVlwuVzw+PiIh4cHPDw84OnpaRy/BxqZhWcp7gxI9pKArL3l9fPrMijaH581vPnxPRDh45mlZ8tgZq+h3gPm9wGcfVLpvrx4BvV7kJ2L6OzBWQZ8OWjJOxJ7AL4f5wxWb4HszBzfGvNbQUQG5vm5PG5ZDsLrAFv5drLhGdjuA0eOT74X3ndec3neOM+3jtvvDOQxy8flc+X52yc83hqj/djnNXBrfb6Pvc5/30q2zH3N47u/t+/XvhQI/5Vf+RX8zM/8DP7tv/23+OVf/mW01vDTP/3TeHx8HK/5G3/jb+Bv/s2/ib/9t/82/t2/+3f45je/iT/8h/8w3r17N17z8z//8/jH//gf4x/+w3+IX/3VX8XDwwP+6B/9o18qoxTAsHSzKC9P9KWqsN5H4RgyhV0N8wQcYit9oAQFejM8PQGfPQLni0sgzHEolADeQm5SC8okKHNBnSvuP/oY86HC4B+wgoa5dkzSUdBQbIHogmodFYoqhloNZQpJTAlAKu4AQcb0ukZBoBVYV8FyNbRVYaqoojhMhtNsOBTFVDyhkaAOcEBYigz/bM42LQMLNveYqfhPDceK1jo0kt8IvA3uINI1PpSKV1lUuJSnh+tKLeb+4NWB7Loa2urs8TS5BrrEDoLAi++U4qBKSuj8V8V1USyrYlk2K0LC4dY72niT+31tmNq1yBhvDoCTbbYFVAhQjsQIP08cjA8jfiAMdO+yjMtl3aLgsGqcZ19n16XjelVcFsXT1eU03XyXxD8MHOy27rszPkd+dwUu0dDuVaP8zc0EUl8brccugUmAewJh/rhju5qNSqIU7jjQtQGy3ccdYz4iVotxQBTLQViAGrp4USFn9/36kLi/CIrUfDeqa2jWQ6fvc+/BswHoEHQIGgpWBR51wkMXvFsFD4vg3VXwuALn1bA2hVnfdlrkBYS/NG8f2ncT255JzIx3BgtMJjscDp8DkEy6fPfu3ZBAAM+/7Akusl75eDzi448/fpY8lmUDuQ9sZPly6XVgY+vZV0oYmIx5uVyGZIZMLO8lV9nMgIVsbL6XPbuYtclZdkAQmncN8s5BBnq5cmiWSxCE0oucGuLM2u+TZwlg888ekHLOCNJyX9hnjkP2Yc9gcc8ss+88fx7PDFZF3Fox5yFkGVTvHZfLBZfLBdfrFefz+RkTngOT/eO5P1k6tV/vOdF2D4TzY7dAer5WDihujQfnJ497XqcZ9OdgK6/7vbRnL6dhy3kLDIrP5/MYx1vOOV+0iX1Z7jy13/iN38AP/dAP4Vd+5Vfw+3//74eZ4Ud+5Efw8z//8/grf+WvAHBm4Rvf+Ab++l//6/jzf/7P47PPPsMP/uAP4u///b+PP/Wn/hQA4H/8j/+BH/uxH8M//+f/HH/kj/yR73vdt2/f4uOPP8b//f/4P4CuuD49Yb2e4XpqB5emHVYnZ2jBREEFpMcbq8LUsKwdT9etDL1PcBS5CSaxI5JQzFAPM2Z0TCWsAKVgPtzhulyxrg1dFdO0+YCLCKQWTHUCtLt8pnqVSzqjlOKgfJ4LlmtH71ENccJIllMFrpfuzigjcq+YioPVpvBS5F1xWfpgek9HBzeqXpHwvNpAWGSsi5QIWEgRb1IaB9oArGOaJ2d6zaObUgRrV7fjM2CqglIdtJdaHAi7eB4FwDQL7u6CEYCfZq4B+JWuKuIyoFWjSI5EIIXh7MKkWO+Gg85pKuO8I7qK+ygC0Pvd2V8MXbiz6I7qWkrulJDFWIBI7hr4v55oSuOT3t3xZp6A+6PLVaA6MPvTFehW0BTPrgHzcaPEp5TiiZQh8fBCTuJaf0vMrxkFJh64qQ1dd6lznNfXkF9mA+EQd/8RuK9JnaprwS1AsVRYqdyy8C/UKrirtAP1apdtWcb6gEhUcdVn+wYTt2/BBF3X+2tXd2aZHSzMU/GkUm2AGk7VE1w956Lg7oARCE2HCa2tqBE8tN7wj/5f/2989tln+Oijj77Ep9dL+9+5/a/+bvrTf/pPQ1UHcM7JivzSz+xgtgmkhnVZllF8J/uF75k2gvKsheVrjsfjAMi99+HgwOcJ2nMyW9Y+kyk/HA4jAGCiKEFU732AOYIzgtfL5TLAIQEgr88Eucz4s2Vd/PvY7MwKk/EHNvDG/vC+OC68xxyAHI/HkVjHOaIuPDu8ZO13ZkdvgUq+hommfF0eW45L7gufyzsjGUDyHjJAJtDcA8gsT7m7u3uW1Gpmwwllz+rmYCkHO3xun7SZf/ga3sM+mZTzwXHODHweg5xcypaLYHGtM2GS/aRDUF4fe1lO3v3JY8bx4ZrnuuE9cC553Ol0Gv0/Ho/jfbquK/7lv/yXX+h76Usx4fv22WefAQC+/vWvAwD+y3/5L/j1X/91/PRP//R4zfF4xB/4A38A/+bf/BsAwL//9/8e67o+e82P/MiP4Cd/8ifHa/bter3i7du3z36ArQKh+09vbKYDDrKD/oXfusKtBwFYAEEFHs+Gt0+KxwttDhXHWTBPzv72DgeS6uD0dDoAYARlIcFoQLDx2g3WDWKu9a6qqL2hasNxEtwdgPtJcZoMM9lHc8eLgo7DbLi7E7x+XXA8AIfZcJgVh6nj7s4rKJo5c39ZFE8XHYC1dWfZ54mSDoytfIMB4n7kSV3h46Xh6jE+2/OuQse6tvCCtrhPJt30sAl02YBEYMKfwYDCJShTtY2VDk2FM8/hhgHBshrWFgVZlE4loBI6AF90UzZJzAbsYx7JqMSZx06AOPimu4brxuOuldtV2wfJAPXPlCvuouInjw/GGNQBeGPnZRR1SkS6qkZZeOemlTs5nJgA5lMFZjHMophEMcvmdjKsDKmXDoDezNDMsBqwapanIF4TgV/w4qrdQbm43ERUPfkxrwXtSVePwc5zJ0RInxeMYjxjzHxyQqse7gSIL0WJNRdR5iQFd3PBXJhiGu4xpUJNsLZIdkYZ49v+J9mHl/a/d/tf/d2UmbcMTPLPXpqSQVbvfchPMpBlkiWAZyATAO7v7wE8t/zL1+Lj7Av7SQBxd3c3GOwcNLDRfeXVq1c4nU44HA7j9a9evRqBBZnYrF9nohtBDa/NvmQJRe7fXh7Bxnuivjk/vr//vIuRwVaWxuTgJwO2/VxnR5FbuyO3QPY+kMjBxX5nID9+SwbEx/fM9PukKbnt1wPZ2xzg3JKP7H/y7kQGsrd+v8Xyc/z2zPFehvM+KU8ORvfjncc3Bw55fN/HWOeALQNzJoIej8dn58yyJgaQ+3n9Iu1/GoSbGX7hF34Bv+/3/T785E/+JADg13/91wEA3/jGN5699hvf+MZ47td//ddxOBzwta997b2v2bdf+qVfwscffzx+fuzHfiw6oZBku0HG2+Ag3GxLODRwETH5zaUAl8UT/5hIOU0uyyhpMAmQahEc5wmlTiEJ0BEEiIg7qACopg6eYJigmKxjQsccILiYQqiV6aGH7gZRL3k/Fde7b28OZ8sPc0EpZEH9HrqmpDh1/fhUtrLsTQe08wkv/H17c1iwirUwyTXpxrsnCI6kQSJJYLDXpLVFMnazALXxIVOjlD0/LGTThxuc7e5hP9ijgI3P1VD6x3nzP3wzbs8lfB4/DtwI2MVzZ8Ek10CJxIxjTAio89iNc6f7NF4/HvCgZ5NmtADgPZjo7bXP36QWQvXxoQwZspQC8wI7saPgzLKMe4xbiiUQfQ5mv5mhh5pbOe55bMzfLdtEbkFIGpAhUeFDLsEpEPGFxh2HZ2tgd48auwOc91qiqq35jsBcCw7V760WwVSASSydz9fnREceA9QEL+2l5fYhfDd9LzDHPuYv6v2WPSUfufAMGdy9/hbAMyvDDHJusaN7oLNnA/c64Fx4hgBsr4UlC7/XEuf7Yz8zuMntlrRh378sFcnX2DOxezC5B/IZnOcku9yHnLTKQGIv39n391bbA7M9QL01/vvz7vt+qw/78+bHeN48bvsgka/fH7e/r33f99fL2uh8jltykFvXzve5D8r2ADwHcBlw5wBhX8nz1rjlfuTj87rN58mgnsfwuC/b/qfdUX72Z38W/+E//Af86q/+6ueeuzWYtz6Ivuhr/upf/av4hV/4hfH327dv8WM/9mMo6Kji5cF7pcNFgEhhgqIAxVAN7jJSMHSqT1fB0l2ffKyGWoDjoULbptclW1qrYK4FtQDz6Q7tofu2+GRoKqh1QpmAuTecJsOhxiJSDwCONVj55uyoWQ9G0cFvl0iwFIGuivWsODdn5ksBpqmEa4hCimGqwFQ9kVF7aIwVEDVUSCTxCZammA6Ts60AGHcNsBQ6hTobUARViifEGWA9IlETl8WUOsAh17M2D35KcZmGxTm7uiyFqIuyFqX3s9O4rotHQeuKZTG0TiRXwcqWTRkExNYt3AJyg8hUSxNTu4baGd0tUdU/vIN5JiKNAMIs/MwjcHPvc/Lo8UES9zRPHhwwgXHcD7wKpjC+Ug8oVi3D3UREMMF3AbZQwuUgoBtL2f6OHGAYClpPOn4AixkmOJCtkrZRax1SIdUydgsAYCoTtK/u4iIYeQQYH3Lb/SKCEEj4mAvcRjLWh9+xJ4DWIkm64wGUulom3E4KemvDM94Dy3GGyBeYUPsKGTIWdc9wdS/+aXb5VTGBmOvSTb/SBk8v7f8P7UP4bgI+76axB5G5T1nPSo01bfYIXGljmHXPvA4B+ul0epYoyK11gp5stUYQlLXWmeHNbiOZpaUOlgBnz5rzMUpCCMAIHHOFz+wvnQEW+04AnaUKAJ4xqdl9hefn8cDtxMesdaf0gfOcbQp5D0xkzH2kRjwz3dzF2K+ffF/7383smayD59mzz/k6WVeewWi2v+R1MvvP57KUKK+j9zHF+2AurwkRGTKMzFpngMzrca1km8osEckSnL3en79ncLwPrvbrBNjsHfPjHEMev67rM31+BtOU8+QCQnnuGITmOcw7VN+v/U99g/3cz/0c/tk/+2f41//6X+NHf/RHx+Pf/OY3ATij8MM//MPj8W9961uDgfjmN7+JZVnwne985xnj8K1vfQu/9/f+3pvXOx6POB6Pn3v8uhpqeAYf6ybBUEN4ZBt6CQcJNcjBi/iYFLRe0CzkDOoa2QrgclZcL91Zy6jmWIrgcKi4uzvg1cdvcP3Wb+IwCU7Vqw1WKNBiW38SnGoLl4tweYCgmUHQYWR5EY4RHUD3iXi4ALCQFUQi4t1RPNlvBS6LYenOhp+mjuPssg0Rr6zY1XC++LECYJqo995A01QLqCNmqU2DF4JRU6y9I0IX1wRLSC1MsFw7ikRAMgHa/XVVPAhRjfGUMiQftU6uHYZXu6zF56BWZ9vPl47zFVgXwdpkAMLOBEMzQMowSyylAFJR1JP+TN2lBIbNszwY1zpNMS7+gbS2AIlwVr4WGTsmJKdLKWOHw1lmDwo0AGktXohmbYbzYu7lLfCEUwGuS/MTdcDM50UtfRDH/6VUZ5jNYveienATj5nQn9zQU/jED4DWgEOdIyhxMH03C94tQTWjeOXJAM8a7HwzQDztEwbDBFolSjDmvj7888qv2ydPwqwBxmsVrFLTa7zSaWvqQQ8Ye/nYtq5hRxgVQC0GohsOs68hNcPTpeEkwKn4rlMpE2A6StSXImg6ecKpCFAUtbz4hL+0rX0o301Z35wZauA5w0dQSAkIsDmNZAvAUgrO5/MoKsMvfPolv379Gl/72tfwP/7H//A8i6i0ScBDgDbP8+dYev6emUmCZL6GCa4EGGaG0+k07o2sPTW6h8Ph2XlVdQQWqjr6x+eBLUkxM7RmNnTsGURm8AZsxWxykRyOG//O1S4JqDJAJdgiOHt6ehqFkPbuJxks8v5yCfMMOjlPeYxz4EMQmIOUzCZz3Hnv+d7yGFMaxKCBWmmOK72w97IUNo5nBvi8DtsgwnZMcT6e1SPzvB6Px1EEKO+o5HPumfm93ISA95aLEF+Tdy/Y91v2kXkt35IBLcsy8gxUFU9PT5+T4XA+eO1s2/g+1v1W+1JyFDPDz/7sz+If/aN/hH/1r/4VfvzHf/zZ8z/+4z+Ob37zm/jlX/7l8diyLPiVX/mV8SH2u37X78I8z89e82u/9mv4j//xP773g+69nSfrXVxGUquEpMItC0vdZBOtazDbFZdF8Nm7jstVh0zBsUo4fBRPpnTbDpdSdO14fDrjN37tW7D1gjk0utIb2nKF6YIiDaW6XnieDIfqJc013C+cXfey8+8uwOMVeFwET0vBu7Xi3RV4ewUeFmDpzpxfFsXjWfH41KGrS1oKDGsXPF0F50VCUhNv0qQ3cDcLdelNOJTQ8WToC+CJgDDfVZjrlnBIO71Axh4gqIOty7ljWbsD4WCcNcCciBDGo4iilI5aFYdwphFxQPz41HE9NyyLJ412c6De+jZW9AAHQXnIYzCkFIae3HFMNQr1MNhhYkvysyY7FeB4sOgjQRLB2icATTZdMAB5Ce3zPPm6I2uualtAYAYbviTxryB01q6/rvBAhlPij2kktfIDBjhMinmy8TOFK04pLkMCDK8mw+uD4tWsOFXDaQZOM3CcDceq7rgigIrHf5kzYCAC6/4+qjLyC7yqqsTuRscM76Mo+9m8DxZZxK1BQvOOKLBTCwtddS8+VAQW7H8pQO8NU+jVvUKnr1eNOfY1AlRRHCcPOk6HFznKS/sAv5vS9jR13BkgZAYva7uv1yu++93v4nK5jC9zMufUpmYgQDD38PCA//pf/+szZxBqs/csaZa1ZAcMJkeez+cBPvlzuVwGKCWQvl6vQ7dOhxGC6OzAkVn5PXDK191rgIENfO0lB3upAsdnXVc8PT09S6jczwvPy3NyPAha13XFw8PDMwCe9ft5zHgPvP6eAc0SEILzvBPCOcgAMFeNzEx4BrB5JyOPWT4vA5gMCLPu+hbjnYF9HqP973uwnKu78pqZaTazUWmTuzEM1njsF3Eg2kuzeBzHDXjus3+LAb91HY45dwlyf7L/en59DmSyzSWDoS/avhQT/jM/8zP4B//gH+Cf/tN/ijdv3gyd3Mcff4y7uzuICH7+538ev/iLv4if+ImfwE/8xE/gF3/xF3F/f48/82f+zHjtn/tzfw5/8S/+RfzAD/wAvv71r+Mv/aW/hN/5O38n/tAf+kNfpjsoxaMIy6FEMG0W7C2BFH2Kl9VwvhieLmHzQ59xp+Oc1wtBtYm4w0OBg9muaP2K4wD32IDtZKhTGQmdBXFNc8Z4jeqArn12kDlwcOAIphHSNQXYGOEiiIQ1dztpmgoCiUtpitE1RAZorABWZWlzi9ckLTfYr6goye5YcvGAO2qMITYLO0IE2JfttQMTWSSJGubZmfNS4ICqud3cshp66PGVCZhc2CnCxljskfhaKDuJe7ChKgmNdkgnNCQ+yB/W2+LJUbzBZRZjUIRfFDKOo05ew2WFevM62Oa87RgfAs8Y8PzvSDXFsGkPVtx1z742RvGdgPIlJpbafvcIp3LFAz8pznNrAHoU15Y38LUcEQfiiPNKOn8afWezW3fbSZWtwqdt64F69jyiPhn5dTGXSTrEnA2IF3ySCIprJJxK9QFvkRswFRv5tUUEVb68Bu+l/e/XPrTvpgwi96CFba+LpWXc+Xz+nI51v72/16QSHBJI5uREAqPsepKvz3LztxIO91ry/G9+Xa7ImV1DsuvLLZ18BjB7HTdfl6UQWQOen2fbSwFu6edznwkAMzNNB5Sc3Jl3MXKwkIOJfRGm3E979t1wW/f9vf7OwchelpFZ4f0Y7/uzZ7Vzn77XdfO1s946H5MlPuwLx4vAOQPlvH5vvUdu5VRkyQuvzR2Y/X3cOldu7FcOdm6tE54vM/h5Tee1zvZltOFfCoT/nb/zdwAAP/VTP/Xs8b/7d/8u/uyf/bMAgL/8l/8yzucz/sJf+Av4zne+g9/ze34P/sW/+Bd48+bNeP3f+lt/C9M04U/+yT+J8/mMP/gH/yD+3t/7e19a1E6wasUg4VRC0GpgQpwNMAwRPJ07ni5eCfNUERpbZ5c9xVO81HcAualWsJKfJ7IpJACwdmegxRzgeEKlF5ExDQZ89WRDg8sfzPy4KBvzjP2cJgSSdCaQYI/gFNWZy65ewr11Z+nnIoMJ7uFWUsST2EwQNocWADI+7IwsuHegR9agCAarukknZFTeBLuYgJWpwbiY/VGIKabqcoPDDEw1diSaYVkUbVWsLdIAue6DSfckxQhKAoSa2UhEBdSZ41C+mAL0jPbH4gOJHfWbQn5/5afyesppgIHBx/gLJFw5EAy9opQa7DjAgkS1uD86/bm3ICvu0dR3cBCA0sihhz4agrnAJRdggrH/1MJETAsQ7h72pg6+Cd7VDC0uyJ0NL5BUcFnjy1PC49uYVEsbwn1Sc8FqihI6pwnwSESKF81JQRLCvlFK3JNtxZ38g3ALPjjpagoJm0jjzlT18ZEaOQnwBNNDDQlWyITK7kvmpf32bB/cd1MCLJkpzexp1uYCwNPT02BxybRlSQnwPLGRWm8ycDwvz31L4sBrZt/jrDHOYCUzoPsS49llJW+/87p7+QfBfQZzWSucxySDQx6b7/uWBOJ9DPn7mE9KJLJEh+Cb3uEZ0PJ8e1/zfbJjDo72YDmP0x5gvk+G8b62B5A8JgcyBIzZyjAHQ3lnIt/jXo6S2fO8+5L7fQvQ5+sAm4Vmnq8cFNAGcz8GGajvgyqulz0I39/TPoDl3xzHWyCdx+Y5z8EDZU5ZYnTLw//7tf+ffML/VzV6sf7JP/R/w1wU1VZAO64LJQy+hQ0DVvpDq8FKxaefdXQVTFPB3bGG3llHgRjDhMPdDF8bigrAeoN2r8DZVsNMFtWcYYQ54Kq1os4Vy9pwqi6NaN1w7RWogmmeHTxpCzAVYFccpAJcMA5Cu8LvJ2ZomgpMJixdsa4unZlnT2AzONAWASpkSHW0KR6uwLkZmkVJeEjS2Rpmcb/uOrnlnJlhae7yAXEQ7vrr+OCAJ2oGDoKIYJ79jTvPgkMNOc4BOB5cS2wGnEMmyfnwxEYAKAHQPZGQmm4gCv4YsHb3T+/dXHIu2wdy74bC70hxLbXAK4yOD/s4Z8cG+sUiCAhAX0swxcqf5wkyLKOe2ZD704zjwe3z1uZ2mAIZnuCthZYcz6P9mUmr2NxNqrgn+FwMh2LQUkeBHOpGBD2K67jveNyyryUznA4+710F5zXYcy8t644+AC6LwqK6UKkVbW2oEbQRQU+1Ri4DUKYZaubJkXXb9mMQw7zP1jrqVFGnCW112QtL0HO+yGILBPM8uRtPibGB4FUFProvOEwAcxaaCi4rsKrgBz8+ojff+i7TBEzA/+P/+csvPuEv7YNo/G76E3/iTzwDpiwYk0Em/6bM5Dd/8zfRe8fhcMDd3d2zzxnqee/v758xjrkozLIsz4B53pIn65tfQ8BMIMo+5WqWwPPqlgQrGVQDGBpvAthlWXA6nQB8HmBmcH0+n0cgkL2j+dqcdEpgsyzLM1CV+8G+5TGiPp2WigTgBIWqOjT8OTAiQNsXrsnMPJlYPr8v+Z6DkcwiUzbE5M48Tpnd5z3nOcuAP78uJ+CaGe7v74dGnMz+PhDLgJhjT5C9B8tZc5+/y/L87ncssvTldDqN36/X6wCuOYDgPJA5p9Y/z2fW1zOAyuskA2oGFJyHPVDOgVEG+9SDZ7Z+nme8efPmWRDC91DvHT/wAz8wZFkA8E/+yT/5Qt9LX2lrgSg2GbLTYAHNGe2lV/T1ilkKDiLQIvj2EyBWMJWCqTjbWCBYe0Xr6omeU3E2WRXQhipRlKcb2goYKq6r68GLuAZ7VUHrignOrr8+AKVUXJaKBqDO7mzxdPES362Hnj1AXS3A3anGmzsWvgFWipczD4YbzXXubttXADiwbCpQc9B0dwAq3NalqQMXqROKKUrfLOJAABVjqSEUFvMbE9FnnKV1QxkVJH18XM7jrxAD7k4HHI/ANHlFzyJeRGiNEvNr6yjFy9FruJNMNXYOEDpyA2qpQ14C9oDMfej+naV2Az+1NV64sSxt8d2EUjanHAfYDky90IyvnYh5/E0noeuBQaSi9V00HmPl51LMNewVVaDm+xtePKfDzAOvdW2DcpdgwKmnEd6jyJADcdfGuv9bRTBN4dgiJcQpBcfSHUzHMS22FUoRSBUc1X3DDRh6/UJmOh7s2r3fBihlTcBA2CIVMMHxOMVOhKJr9x0iiV2QOL+hoEhNuvjCDSWfO5ShlY9RiJ0B32FY1hXzoWBZfR4O04zTtHr1WgikF8xzRYH7lpfCNfrSXtqH1QgcmNxIwESAQn9rMmv0FyfjS6BBAMVkt32BFmADAiLyzLVkLw2hewoTKQn4CYYJzDJYrLXi7u5u9D3fXwaFy7I8A0eZcSVgIbBhYEAZQT4uM6CZ9czJmFlTna+X2eksmVDV4W2ekx4pvzGz0f8MtDPYAjDY5X3SHeci20dmhnsPZDlHGeDlseKY7HcJ9lKQPdDN48ExyIEfj+E9z/P8DDSyj7ckLFnbzTW33+3J/dgHcvneuHb2JBfHi69nsJWZ/b00huA+B7T52rzXPE7s+16eleeEARXHn+9jBgkM6HLiNBOI8318kfbVBuGiXh3TLPyTFSau5a7wrfEaOFJNnGW1jqkY5uqv6Qq05lrjqQDT0b/ki3aIOWhcmSwY7GgVeKKaOSCbquCuOKgWAx6vAi3Fj4uCM23pWzlvGzmfoIZCmaRXAcDBN0ywrt5HU2CuNQAUExEdzBYBppCeNPpEhzxi7Q7EAF9kPfCfBPsoRUKSE0AsZDQWgNglBYgFv0Eet6BjeXqgCBMXXBrRQ95DxOeEbtj6BVjVzijaH2d1ULdi3ABpD01HfKw5w2/wpD0z4tutb3DieHJNRPiV87nQZmAD3oJgt7tF8EG224+TQJJmHmz00NTXuHBrMW78MBEA9KPvYeXERWvbPTsO9xNzDnynxKDm1owF4jkPhQGKQMIrXtXdXWA+R1OJc4gv+lplBB0cBzN3yOnqSY5S3N/eGAaJa2tUAItEVVVFW4F5nlBqwXJd0NM9sbZPVybN+rKeY6EZfEK0iE9MyFVCH4Vq/t6Zpi3/Ioh9WOuo9YA5KklZaLsc+NuLT/hL+yDbLXeEzIzvda0ZWGeXFLKsLBbC1xPQ7BMFCWr2lSIJYLjdny3+aL+XpSt72UnuFx8jA5hZ7FuSDQLHLAvJYJCvzazuLVnHLYeLDMbyc+xTBq1ZrpHnhH9nbTqvx/u5BfB4DPtBoLgPlPK/267qthbepyXPAD2/JkuOskQny3ny+dmXvYTk1jrkefKYZXCapVWZRc4AO49Lvt8M8Pf2g3nObu025HnOzLXZ5sbCIHSfRMn+5PvMOxYE3OwDgMGY5wTofP9cH0y8Bp6/p37bgHBnYC2+jI30qP9oB/m23g1LI4h03esUbhYtgDJgOE7APAPoHaI9dNvFZRDUm3fDfPDHNEDMVAWTOdjoCjysxZ0nol9dFdaas9ESJbwL4J7MfiemNkTcDgj9eksLxxZ4cRNovJls0++W4oeKuPPKSpAZSZqeMOhIydlUl3P4wvZxkGAvu23JdRYAR8U9na0DFpaQCMA+TWFbF+yxup0Iec6NJicID8mMRQBhajAJHT8/JMB5RIyphlKaCZH8MKLbS9yHPf8w8d/jQ2tsAYzux26ADE03CKSjD0xgJQdu2KRNIsBU47HuuQc+LebJlOL36x8gJV01Eg7jLgaQjfmDYSTQjrlQQYthFAOqxbpWGQBbzNevO7aQecEoOsVpA1gSntpqvzYlTzHzgZW3vAXtCjnICJCyjlvgQSDMAylO/AD1CAl5et8C4esf9yrGZJZNny4Wia01XAwMiAjR14jt+/3SXtqH097Hiu2Z0qw/pkUe8NyOjsmVmUEksCWjS8lFZkL3W+cE4QRSvD7wHPzmRvC5125TYgM8B7P5/rJX+i2QkoH3HvDln1v67L0kJT/OMdrLF/YAPIPAfZDAltn8/TzuGfk85+/TXO+P30tC8hjuAXI+9/76ORDLiab712YwuZ/rPaueWeI8tvt7299vnmcz+5yXfN7RyH3be7zn+9+PTb5vJthm9pyNADsD8RxA7OVMebeGTH8G7fl5Bh6ZNd/39/u1rzQIRynorcPUwacDDkDDBlBMoVAsTfDdi+DaOk6T4ViBSRRrL7g25wCnSfDqAExlBQpgKrDu5b87BK0Z+mqYqoVHtut8TxWYi+FhETQVdAAXNZi55sKCxj5NirsoVS/Fwn869M1VXLJCsGSCXgWXpQPF0CDoVsJpQ2AmXua+wu3xIrG0ALBJcFl9HAqAwwwgrP4sNNglQOFwlAvfcAJQqQXW0weWBBtNcBR9NzgTfpiBKpSQODAcpc/NoD0qSIYnXnCzHjOpO2BI8ZTEGhckoCWzanCwbmpeBTSvcbORjGnAKDLkXt/CekQ+PvxP/Uplctu9qQBtbWgh2WGSZ4kgwsAPC7+teRKcZteCt6goKiJAKWitg5h/fIGA9ofu6FHFgS1MPbgCGfYA8y3Au9DR22Uvq26JxLwngWvCDb6zocDwVa8M7CJQQKG9lZ/DPL9yk6yo09ReUMgTKQ/T5Emi5jsVpRawiioQyZExjoC5/WAtI5jzG/d7O8wpgUYjeagYqrgN6KIAThOm6gWAmk0w9fVvRdwCtIcnP6ideWkv7cNqlKIQIPNzYJ8wua4rHh8fB5uXC8QQHFNGsmebMyOXPbqpHyegv1wu4/VkdwmkCPxZbGQPgsn0ZZA6TRMul8t4fWZ9M5tOp5YsUaAWWEQGe5llIXtZRZYuEMxlYMnjbwFH9iGztVkaklndWyCfwQfvgbZz+bg9y32Ldc52dllickuKwddkqVIpZWi6M2jfg+A8rizslPvINUnwfWv3gXPOfubX5THag+PM6OeAiq/ds+a8rxzY7d1G+Lq8U5G9xbmmsrxomqZnQeX+2nyf5LXC+6NcKp8rr/Ec2GapD8dpL6v6ou0rDcIPtaA1wRJSkbW73/TaxHXIvUDDSeQcslypFSqCS3ctt8JwmATHWdzBIxI7YS4ZWJQFcfx5dMPlqeP+6FruaxN8+s5dHeYJOE7Aqxm4q4pqCkRynjuflOFuotjYwVIEBxgqbFgctm54XQ3rwYOISzNcV0Oz6sV8AljVJihzhcHQTHEUwKaCNXy2J3gwIsGkT0AAsQ0El+rjRWBbAWc4I0lT4OcKtclgnevkx7QW0oV43hMDHaj5G1ICvMGLwaiGllgcrFmP/nCbiW/WSNCULVt7vJGDTUcC4wbqk/0N0Adp78yxs7syZCQAoOrabXr1eRJnfKDFOAyZCT/MqI0XYFkdmPL64xql+C5IBD7+8mDsJbrN+4QDZNd762Cfw/nQ+6FKIh8d7mZTiheBmiQSUwXQYqizF5Fal4518T52k6EfXymtMrdSEQt7y1gTrreObdwYp6kWLyLUu6+PEr007kJsCZqI+zRzFxwRTwAt8+S7GuaSrhheqAErWRpE0q8J5qmgNKBUQ+sNbus5ed8hsF6wvDDhL+0DbPlLmqCRriG5/DkTGfdyj6zbzUVYMmvHv3lsaw2Pj4+4u7sbIOzTTz8dSW7ZkxnAAOX57wwws51c732AlNYa5nl+Zue31++yf9yqJ1DhcXtZQS4+lJnMfeIlgVlmGrNsIANw3h8BUj6GuuwMtoHnkpR9kl/uc/479zW397HnPDa3vaZ6D9h5/gyE9wFKDp4AjITXfG2ONQOf3O/MTvPvPBa5b1laspd6ZEDNsefzDIoul8tYNxm07tf4/t/clxwo5iBx72SU1xXva58rcTgcPrerk5l63hP7xnXN9x3HIEuZvmj7SoNw7X1sWyP0uy7BsFHwRRXDRQIA1lW90mMVqFQvShLb9grBZV0ciYSM49Lc17qYa5ENhvvZWee1CS6r4lQcPL86Ah+dgPtjWBOunuzZOnBZbVzrOCvmSXCYDfNsOEzAPBU8PHW0JmhdYFbQ1QHxoShqBU4wrDAsVrCoYGmGpTjrXEMnjFognUEEsIRsJGjZ0BJvcg+AOnILFws4eLbN9hCUSgAIOtyTCANAtWDRj1N18KXuDOMgnNaFBolkTAGAgiENCpmw2ylqgGlKO2yT9WwSBEVPc5o/+ix0JmaGpgGJi1f+NOWHRbI3jGvAnI1XtfFTpOxPHOy4V+q8XoE1ACOF0fzcpRxnCI4YYVv6YCHzHUGCmPo6i12NiWNu29g7Ix07GpGIXEKnsprBVgDNAw+3LawQMUhIdygUGpp6DSZbYm59qyRkP/7wBHPpzWBDUkAUwcVgdEQgIS+Scd/xAdqjkJIAiPMxYBGRuBdgVeDaDLUqKrondHIt1AP65QlWxCd+92X20l7ah9AyU71nSMn27fXABOmZkc6JbGS4eQ6+PjOL1I2zamIuZ//69Wvc3d1hWRZcr9eh6ebr6CRCUMIAYJ5nPDw8PPMQz+xqdhkhGGIgkUEhATjwXNecGdM9ON0nH+5lJ3vmdS9huaVZz2xrfixfJ/cJ+DwA5vEZBN86d255PWTAt3c5uSXV2CfC7lnwfCzXSt5d4Bjdanvgn8Ek2/fq363zEBznPuXKlZll389BHstbuxz7YIjBUt4pyM/nc++TSPfa/P35cg6AmY2geZ/UyWtyzX+Z9pUG4Rhs5QYIN19tbrF78pYCobP1Q4vA/cXDvk0Nw4da4ni6aSB0qkUAmQrupo5mTp4WuDb4zUHx8Z3hk3tPnnu3xpa5GE4HQRFz0F29ometgsMBqNUTQosodFIsEKwQyCa9Hv8fQJiMaMhElm6YDCNhlPp4QbDCxHIBbiHUgmOofjclOEKq4EwmjJd7DtxF8gJ0+QMTLcE3UbCqNs7hYNNC+xxxgQPwIUGJN2HSiKuqy73NL6a8D56R54hjdZwHjBkA/s31Mu7XxnMWem9qwcmsW4Be9pnuId2iYBI2wDrGjxoPM4zkxDhOOSAcK/ZfNzV8ke28vv4cGBe4YgSyu250ULv3mmC/TBLrPwc2MtYW3yMEyyP9lZEJHCwXKLrFF6cFq28Wib3eCdXRkW2lROf8Q92vYRYBsil8d8jzFEoM8Nq9YuzcPcDwYwFutVi6yhYcvrSX9mG2DAj3gDwDGcoQCAzyVjifBzaQkqUGZMMpHcnaYAJw2qvR4UHErdhOp9MA0txupzyFfaC0BHiurSYY2yfRZcDO8+61t3spBvucZQv8N7Oue9Ca/+XvGRyRmcwsO6+Vv2NuaZYzGN3/m+eEbQ9e92A6z30Gx7fALM+Xx3z/2n2fMrt/K+Ez3/cerL5PJsM1uB/r/G+eoz3o3wce/DtbIbIvt+5tPyZ5rdwC7vm1+yDnFrPO4C6v3T1wz3NAm08mRud73/f1i7SvNggniIsqgyNBE84QOs4JBk0FZpFxGwczGdITBsWTOaU442cBKizsBOFuGIdJcChwkFwEOBSUKnhzB3x8b3hzZ3i8FE+ohKHOwOuj4ZOT4XhwX3Htru1FlFbX7oB/Ft96n2AoQQh0demJd1kg5l7SKAWrKFYD1gb0YpiLa8wjjzMK5BQqsAP8ZD9wf7yUMqpLAht45fP8f4nxHi8A33AO49dVtzmBBwD+HF++gfbx/ioACArVYp4ymPfHEU4d/rptCRgAK5x7D8Q6gwEkVsSokn7WldEXBdzBwzCgLxnfNAyjyA7BK4O9ks7t9nwb6CUZTEwOMICLYj0Yhn0BwN25pxi/lHxMWwQGMN+1kZDrjD5E/qcX0NnGokWegRkA9aAlaOpxVYsAw2QDyoxgTBXSe8yPg3iU7b5LcZ24Wh8BzFxLCpYMQI8+unpdu/oOiggmM2gBZvFdgWsHpgYcqmEqHlT08D+CumORSkhpvuQH3kt7ab9VjQBgr31lex8rCjx3bAAwLA0zkOcxAJ75JBOoHo9H1FoHAH/9+vUoOw9glBF//fr1s0qbPD6DRkpJMhDPyZa8RzKguUhRBue8n+zXzLHovY+S57x2Zi7zmN0Cn/xbbnwuZBb2loRkz5zuz7HXKmfQR0Z33699MJADMfY5H3creMi/vy8g2I/Bvo/53vK6et+59pKUPajNYHuvLd+fK5/zVrLrfhchj8N+TvO98fp5R4kgmf3PSZPZ6YYJznlM8ntvD6z5e611vA9zXkK+J47HXpr0vdpXGoSXMjlILgWKHqxg5jgNasUdUJpCANwfJkgR16CaAr14QREAUJcDrAHACXCcFTagGr5+33E9A1ed0WTCdKz4v/7AglPtuF6B//M3Csok+L/8cMFHrwyn2dGQ9oLrBbicDeez4uECNJQo6gJMsyclTtVlK3d3BZ8cgGnCSKB7+07x6aPiYS1orUI03sTiPuRrM1gRzOJe2hKM6GplMNLEVkXKxpZKhdFjG4hjgUk2nfhUa7DnfhLtzugX45tF0HpIK2QrPqTmcoNS/dqtbTsVgEt1EJpx1QD5iVcWAaQoyBGLuBML+yWJgnZJRziW8EYNsEgw9MTBMnY1APckd32+jvLvOfAgT+/XYiAQXuAN28XJYQsLDG0JlduKTJ01DI1+lfB+KW5BKdpgppjEk4DrJFAUyAosK3cWBKHeH1aNwWO4k48JrIQlpG7zCgPqVGHdbSSRP9zgwUFvPn9TFUzF/cB7CpwMvmYPpUJKRZ1GWAsJm1A18R2AWHSlOpE9zRN6N6xthXVFlwZBgZigTxVFDWvruErBXApWAKeDBzxNWwxhgUmBSIGU7UPwpb20D6WRPduze7kRlBEcvnr1agAaPrdP+MpgZQ9OP/nkEzw+Po7z3d3d4Rvf+MZIpPy1X/s11Frxoz/6owN4Axg+4efzGU9PT3h8fBzXy1IOsn93d3f42te+9oypf/v2Ld6+fTu0vhmUUTtOIJO3+Kklv8UO5/Hj43trO/YrgzRq0bMcIifr7at/cny5Q8DzZuC2Z8p5rvzYnsHPso0MKvc687xeMrDluQgybwG+fV8ITG9pkvNaet+a5HMEpXvZRr43JhJz7Chv2gcXGVznscxrmPfLIHK/08JGFpryqb0shuPF5+gWlAOvvCuS75W68CylYmO/uJa4bk+n0+cCaY7PF21faRCu6klegGDVgsMs6OIuJl4OsQzgUIs7M6h237IXYCrF2VYFtAhEJpyXxRcQHJA5W6koRXGshtcnw9O5AKZ4dVjxg58ssFXw6UPBYQZ+8OvAj/wQsF4LZlGguXb47VvDugLnK/BwAS5doAQ3IqgGzEUwy4SpFFRRfPMTxfFgMCu4XoGnszPthxn4/7L3J7G2JdtVMDxmxCp2dYp7zr1ZvJevtCwb8aDxw5MQQtQyICFEIUzXEk1jCdl0ACFBA1miQ8MNWsgIEIIWAoQEgoZBiN5rUMgC+TOv8sviVqfa1Soi5teYc8aee+XOdD6+/8M3v3cidfOcs/cqYsWKtfeYI8Ycc5kyNh1w1wEDIkYE8eYWBzcByKTWF0FAEQOaIMrIOQmTGAlJE0jJmO6cESthYAFzF9FkwRAkIVCDmowMzoQxobCpMYpXOyEXQG+scBqdjRHLe5JwJwywFMdRxhVQevYg4TDAL+wwqQxCqm0aBR+jrnLQIZI3X/QQhHcuzBQLeI4hqBWiFuIp8FklHyEgRgGyDEg5dgKIdA4Z1GbR1Ael7ckkHYrRQdo3KDtNyhoACDmrLWbC+YJAoUI/AtteQHgFYdgDyzUPJVDU5cAM1CFrcEWgrB/KkDmWNCm2zuWGSMAAdTZhVtcTyKxXS0lEQh5kvsi5CDknjCQSmT7JmMYqFrZstC+9IEFujEDV1Nj3I9Io1VerugJn8UnMALbdiOWslb4EqdbJmbEfUFj7IYltYYgJNYnb0GN7bG9a8yxZzuK84KsWeiBmDiSeKZw6agA4Kqwy9Xiuqgrz+bwA6NlsVir4PTw8oK5rPHv2DO+8805xNsk5Y7/f4/b2Fn3fY7/fY7vdHlVwBHBUNt5A7NXVFdq2LcfYbrelQuMwDAXQ2/Wbxtau3zPQNhbGUNo1eR22B23GllsfDeDZcb3u2MZqCrhtzCyIsGDBO234nwYg/b09JduwfnuG2GvjT2mSp+zpVHZiUp7p9Xr5jvfo9sf24NQHdtZOBT8e9Pr3ra1WK4QgTiv7/f5o/K3/Xp/tV0h8AOnPYePrJUA+Mdjmod/HxsRyJazZs2H31O61BZ2+gJa9N5vNsN/vC8Pdtu3RmO92O8zn86PA0/IpPIPu+/tZ2+cahItmWZBfApXkzKxr82kQxi4DUrpbAVGI+kAoOpSS7ILhsmp8DYSrEzNmDbBqVZdFFWYtMG8YFWekBLSRsGiAZQvkIQMqMRkzsNsy1lvCuoP4eI8CiCgKKK4rxnwGzBT4MjShNAE0EoaBsNkCXQoYMosVolbCaaLIFoIma45jEtwaSIIMMrmNMqUkx1dMK4mRKRWpiTDPwqQDMh7mFhKigNkQgUaTGBlqP8iSeBfMISUrSDWpiS48ZF1ZUEpZysbzwe6ODbEfCGi9Bu0DqVxC4wug4EkJvFxlTfM5BxchDOzAnLMCYDMuVNnKQW0M8+0OgbT8uq2uKNNshzSdss8fULmPuBCyjq8FBDpXQShfu8SIxCASiUqvScYluIEEjjIvWaUpB0cTZvsQ1aqoLAm7kvxqun9xVqFsUiH9otMbZKx1rKIGIMpts0Vnh+DJVhnALKy6Bj2sSb8UIpBHs4hHSoyY9Q+SZFn7WX5HBgIhsUhoEiJyCqDKPGMCahYQTlA7rUdN+GN7A9tUd+yBhwdnHmwAx5IUAEeM3FQPbW02m5Wqgfa3OZmY/MC2sXOaVd1ms8F6vcZ+vy/JfMCxvGWxWBwBX0uyC0GqPxpwt2vyCW4e0E2TMG1sptfjQZ9ds/1tUhfbz/4ZCLVgYaoVNoBt5/Rs+1TqMb2Pn8ZqeinGlOk+lbxo1zCVgkyPN+2f78NUHuLnjB/PU3ITD85PudR4EOxXI/x9M7bYJ4lO57kPbnww6sdqOq5T1twHovbPl7n31+TPP2XFfUA13davPE2v16+a+CqmUwcfP95+Ln7W9rkG4TBNrIKFUcEAq2Z2yElBOBV2NET5PQQSD28IeFRsoKztQV9sdmyzGlg0LHIAAhatlIgnFp13q/7jxMB2I3aFrPaE262w33edgPIYpMpkUwOzGpi1wGoh9oY5ix1g1wMPO0LcA10PbLaEbgjiiDJCq3HKdcTEUnETAtJBBoDNG1vArhW6MTxFQGFVQ314IGR85HXmA2MtAFNYzUhAr0GOxEH2wccFgDKogDBmkbBwFpbTMLaBSEDYZxTAeGCyWQGo9EAOWNw3TNuuBzTZirjdaMABAeck2hRxYbEHVQG4VZPkAsI9u6HgGawBjerBTTIDlICBFfSS2r64rhkRLsmV/hklDShIVwGYsBu0sBFkNSYGAlOUBFhAiveAVGkNBbFQUZaby+68DJZkXoaMhwYWBPWB10OFEGHC+8K0a7l5Ga9DgSR7Xjhn5DEhkwRUVV2La5G9j4PnO5UJqCBcIj9EkmUTC16HDCATgj7PCYSWD0EAEcEyHh7bY3uT2hQ8nLIXnEouDPh6EDld5p4CGyJJmjTXkxBCAdy2Tdu2xVJtvV6X382j3FhrW6a3BE9L2lwsFoX1tqX47XaL/X5fWHAD8OYeYWDE68unS/xTkHVK7mHH8SyzNQ/qrBkQN0mMB1qnxs/u1VRrPwV01h8/7h6YTgG97+N0TkwTPu09v830tVOtkDp0LF05xc77v6eBnPXJA1R/Dg/CARwVaZqe/1T/p9c4vQb/u79npwICXxTnFEt/6m9jrS0ItFUnv7pySr5jANyvVtgYTyVC02v/kZGjlA+4JABqyLp8zhljArpB3SuIpTQ3QWzQIDrc3nCHglUiYQGHIRVv6DEDTZSKgATCwz4ihIzlTJjvnIVZH8eM9UbA8uUFYTZnjD1j3wH3e8LtToCbyGKA1Rw4WwrDXgVgTAHDqNU9B2CzA3aDaL0zC9s8jloanANSJgyJ0VkBHC1lXwVhpdMYJEEPQFbtbNCgJSpLLpMKqCrVOmeBv6XcedYSMCrxiJGLJKMiYAwkImLW6pFiMA6D7FB9soA0KEhWyQkb3AUOCFuTGIFyDHKgEYfNDrtYPqky60fz4+gF/avsTEfnyyySlgMTrr2gAKvmWceDg4sZlVvwVoKaQs9LdyIFmOdIAME4ryoEAdfEaGsJ9lIGxpEO9ovZXHno8KBSUHeULCspkEDKkjwtsZRZHUgIgLLrIQCzgIOLEIAaBFapTtKVilSWTyF+4JlBMeidpWLVaQjfGAPSAAwUMPRduf4Q1LlnTMKsZwlyY6wRIO4rjIQYIpJYr2ggOiCCMWbGyIzECX1VIYKROGNMrJVaH9tje/OaXzL3IHwcxyPdtPejNgZwKgkBJJHSAyBjBg2Y7vd7EBEWiwVms1nRc5skZb1e48mTJ4UR3+/3hQk3sFvXdUnktMTOlNKRneFutytL99YPe99AjbdP9JISA0Qe+HjG2HTn1nxQwnzwZ/Zgx1hKrxP2Saze5cUDe39/fLA0HXfPbPvmz/FJrK718ZOA9Knz+GuzftnKxZQFt7E0Kc8p5v3U6gNwCIKmwYQHn7YC4tlvY8O9nMZr2v09OXWt04DMjmErJ9NnwQN9CzSnqx3TgMSP0VT6Y/KVaTKmHz+ft2DXaqspKaXyrE0TPv2c+Kztcw3Cx5yBJL7aSaUogBRjqSkjkeikA4QJjgomGUA/Cp8nrKkwkDJuhoCsymPCRRTgtesC1n3Au1diY9h1sqw/jIDSq0V20HXAwzrgfs246wAKjLMZY7UgXJwRVitCWzG6PeNhQ3i9Jqx3XADtvAXOavESB2eMoyQ1DiOjGxndSNj3wHIG5FGLFWXxke60GEtSrXAIEWzwkoB5Ewt7yziUuQ9BExZJ2UZlbS2pTmzpBOxSkOAhRXkIYmDkUoFF7kWIQEoHljlYVUt7GHFgwYslto2+IGvFecL4Hzy2Va9d+nhg3A9c+MGG0Y4CY70BcQHR3IAMHa98SPhUjI4YD4Ccy09jhK2v5N6X/1tp+1oL1JhURQcAdQXMKskDQJZVBbu+rG4w6geiSaQMIKMOhBCFDo7BMfE42GYzGCmrRzwZ2yZsR6XuOYNes429xU8JjpFSmtzG0/ofQkA2nQwTqkqqW/I4QgovSeEpBsA5ydgioCZx5qn1GUS5P/pBmLQKpq1fZKCN2s9ACDEihQqcRwSWe+X94h/bY3tTmn2pe+cG4JhVs2ag0ECR17hOJQ7WDJgtl0swc0msfOutt8DM2O/3R5IXW0YPQaovWiLldrtFCAGr1QrL5RIXFxc4OztD0zTY7XZ4eHjA/f091us1gIN+1uwO7VoNdBsTbsWSwKlSAAEAAElEQVRw/Bj4cfEyEg9+zOfcX6eNmwEpD95PjaeBQq9F9r7Odi67L56F/zQmdyo78YztdF/7+5NkCVMGedp/D1JtDKfgfOphfYpZnyZv+u0MuE+ZeyvqZMGRL8Tk5TlT4GvjbPd12k7pwa2P/p75++LP4a/Zy2p8izGWgMWO7Z14pvkF/rn07j8e5HuG3ruw2LVOZVCn+vVp7XMNwpHti1iWuk02EYNUESRdL5eCiMpGMhUmEBSUARfElXJGWxGGnDGO4rARkKX64BgwEjCbAU3MGEYqzHFWNpZY9eaBsN5mbHZSrCcQ8OQMuH5CWM6BtiVcnAekPiHp+02V8exJRh0l8RFZQHHbAOPA2G4kQW3MjHkLnJ8BkTLGQdjgYSRsO2CfAu46oAOKBruK0MRMcUkxSYRIHzQiRhZbRxI5RVIJBHRsYkRxD0kJKEmLJEws8rFnOwFIgxXVEWRvPtHGwEMBZwihsNTMrNIKuV85HVw/oD911GEIMZfPL/uQ0qAh44hBt+1t9SNlBoKUlM+HjQrwTIkRAjvZBcoKifmJHz5sVB5DxpaLFoViiQ4QAsQnvoJaEMo94qRzk1R7HiTArMgsEXVQoZVOtf8WiGS7HtiHsbLdR9dzSDYWdh3q184uypBAwY4nZeXl4pPp/ct2ONz/IAx/AqsER0azfBiV4CKDOCIGSYTVm6AfcEAR+VsAdgS0pW9SBVVkV5QfQfhjezPbdBncf9lP3Tz89sCxdtWasZ2+fLlt491QfFl34NjH2sDqer3Ger0uSWUXFxe4urrCarXCbDbD5eVlqWYICFh7+vRpASnGLlsS5nq9xna7RUoJs9kM5+fnBexbsGDMubm3eDbWg5YpoJ2CuVOMp9foelmBbTOVTtiYnSqqM5VWnPrbfn5aVUS/rT+uXaMHmX4f++fB3CmmfWqrZ/v4n6fKs9u+0+vyOQBe+nRqLvpzf5IU5dRr/u9PWj2Ygu5p4DDd1wDyNKDx88ten17vqTGzVV27/lP33Y+Nf679saaBxqe1zzUIz5q8VkAHQ4ELYNwd4N6H6MPty12S3ajoYQ36STKagKwqCoAcWd67XEn58DHJ+augiXtQkFULSN33qv+ugPNG2O+rS8ZiJtsQtOJiT2A9zqyGFPAJAlajVmEcekI/Cgy5OGPMWtGTk4K4SMC+Y9zcM/q9PXDSnwhCFRTfKKCLBYTLWNQwYKdjo6sHKtE9AtZgkeCMxi7r5M7Mh8qLZGBX2Wd2ahF2D54d1zTkKl3xKpJsfSNjs/UQHMpxARJAqac2iQQVBllBuytSI32G06wr+C/9/Hgka/PGcGv5ECEUa0QUBt6u3VYB5B5XmjcABZAFUFOQCwuMYCbcpa+6AuGAdCijCwW5hwRYSRy1QPPwJJgO3lY7tPaNFNxhka4EAhJzkdDYdacsQU+waKRMDKj7SUByX66kQDszFzcY65wsprB1vIB0dhdtf2WoHEmBeGaAQsDAGZx8APbYHtub03yy16ex4MABQHmGzoOHU0DOb2Og6Pz8HER0JF3wVolmwdZ1HZi5MJ4GwheLRQEgZjVoxzFPcX88IirVNwHg4uIC8/m8SEZMY24OLOv1uoyBB0le/ztld/34+DZNsvRjNZWUTBnrU+M6BZCeEfX302/vj32qTd/zsgh/7lOAbQrIfZ9OsayfJkWZXtd0vIyFPuXI449h88mD3mmfP+m8/nzTAGQKzKf/fOLoqeDIBwV+XO2fSbL8OJ5irb1kyvfZ/vbPpAfjPuD2KzuftX3OQTiDs5MXwDS+AePHCD5GkhRNRYRqsZdZremAtgoYcgITgUmKj4QYkZgBBNRVwJOzjPUDlQRQIKCtCSEw6jqjrhndPmFIQN0Qli3h8iLg4gyYt4y2YVQR+I3fYNzeAsNAxWmj3ws4ji2wmMv1rLeE9Z6w3jMWC+BrXxbA13fAdkNYnImmeLMF7reMbSKMFEAVUANog/StqdWe0MKMYOwrowmEMQWpGJqA/cDYG/kKAd3iR8HFoaMfDWYacNcPRiU4BSzRITlPxxp8CJIY5rYSVCecD9iXJUCSwEGTILVPrM4wdm9jDJL054IAeQBzuYZ+gBHy5X3Wio0A66qGUcSyT6BRmGhyQB3qYMOkcYEx1ZamqUBcvcLF8o9QR0JdEWIgDN0Bx4o3vCDicu0hgDlg5KzFfIDIEmxZ8GguKgZXbaxMJSIOKiR6cVJBDsPlCci9C0GCPrsXdg8yDh9kOYuYKUKCBWPTS8AVIqpZg103ILOUpa/8uAUSbbzma+QkSboyxraRfgjWlc4TlsJTWYJUEIM4o0oZoaqRRrG7zJ/wBfjYHttvZfMSjFPvWTsFnKzZFztwXPLd9vPuIyEEXF5e4u7u7ojtM5cUK0dvxXratkXbtnjy5AkuLi6Ko0pVVfjOd76Dm5ubAtYBAeUAsFgssFgswCzOKpbYuVqt8PWvf71su16vcXl5iaZpiu7cy0hsNYCIMJvNjsC31/GaJt3YfQP8U4cKz55Ox8mApgfUnmU+BQx9Pz0A9/dqKvUgOmil/X3xbPL0n/VnKvE4xe76IM0HdB4kT3+fgmUbUwOvFoyZntnfcwOw0+vxyZF+LD5JO++vaRpY+HsyDVi81twHtdPxnp5zOn/MftCPoz+vB85+7vhrsv7Z+bx0xt/Huq6PCkN9lva5BuHCWB+YzSYyiCVR835/AH2CT8yLVYFgEFYvpYwmCjtMYNxvM/psbCOQx4whCHhuKGO7ztjshdVsa0ZbE1YrgHNGEzOqyPjoAWhnwOUlsFwSiDMunxAuLyt0O8YPvtfjf32Xsd4RxlHA8Hye8eUvEubzCk1DqGLCd38D2A3AfMb4iR9jvHVFePESuLljDCPw9JLw7FnA+88Dvv8K+F+vgNAGPF1kXKyAixVwVjM2ndi+NfOIt95ucXlGuL5ssJxXmDURgTP6bY++G9HtE9Y7xuvbES/vGC/vMj56PeLFRjyaQeIuQ6CioaZAiCSlafIIwN2TnJIC6EPCosijRaMeYsBgNL++n7LaUkFBZ3DHK8++MeOMNKYilTCwzHzQTBsTW3TkyvqyBmKHMMG5hGQFtwq8yXeQDntFIpig3VjpnBl1I2BysMIAGRgGCQTHDLB6o0c9J6uvSbAPTs6ojC9mcUPJOek+UiF2JBysJ8FajEd87Svoyk8W28UQA6J6wvvhlpuREKugly3XmzmDVNceQajaRsbNu6bg4D+fEqOqxHaTGBiHJNaXMUqhpxDAgVXOc6hemkmLQAVCEyP2fY9IkteRWdyO0piKlWE3ZvSpQyBdpRo/O+Pw2B7b/+k2XRa3wjhTzWvbtkf2gFadz0tX1uv1kfuFJXgaQ313d4fdblf0rW3b4vz8HCmlkvB4f3+P+XyOq6srLJdLAMD19TWurq6w3W7x7W9/G7/+679eZCMGkr/61a9iuVwWMP+d73wHXddhPp/jJ3/yJ/HWW2/ho48+ws3NDYZhwPX1Nd5++2188MEH+PDDD/HBBx9gNpvhyZMnOD8/x/n5OZqmKeBoPp/jC1/4Ai4uLvD06dNyLgDYbrfFgWWz2eDVq1d4/fo1Xr16hRcvXuD+/h593x8lYNpYevb2k3ymrU0ZUO+yYs1bJhrTb9tPZROAONB4WYhf6TgF/qfsrGd+feKrB6SnGHwAHwPp1v+macAsMiELMnqtj+KlTB50+uNZH/312O/+Orxs6pRO2jPM1g9/j3wA6refMtrmBDQdMw/4TWrDzCW52c479WGf9s9WkUy+ZcmXtupkwYI5BJ1aBfi09rkG4VA20dzdWiJ02aQbATGYFzRgZm+kXsxEIk3JOSMFZdMzoxszxmRyDkJdMaqmQtsCTc0YOGK08vYQdpmQMV8AtfpoX18DZytxHalrwmIVsDoP+OD9hBfPMz56DjxsZbLOZ8Bixri4AGITwSR2hrd3AaGtcL0cVPvNuLkjfPAcmM2BZ88IT68Iz28ifuMl4fUWmC8JX30HuFyJpWIMAGKF9540ePvZDJcXNWbziIoy6rpCJNGIj92IPjLSvMI4Ms464PJ8wBe6jH3H2OwzXtwlPH+dcbPOuN0ydp1YyA3JdLkRecziKa2cMEESAhnqV55RQBxREGibWYv1kDiLsCTnqfpBHvqRxcEDbklO/xFRqX5p24tFopVYB8wvnKG2haxAm8LB79v6zOzmS0SRsJBJjkwWorKdoO4p1oUgridpFCFNXVUH+M7iCy6xjDHZk1YYZMKIg+tJAFDHCEJGYGXQqwBKB+lUTqqtJ9P+MwQVS7DaJ0KgCmPOhcm2vo99NnWJ+zAVFpwYyH1CjAKEGWZJI8FE143IidH34uYtuQRRZFBEbgGCZFxIWQYLpMoSPSNSBOQMCBYi2f3QyrCSCCoJniE+gvDH9ua1qYTEHE8MmEzZwikbOpUXeIcSA5ZVVRUbQUtotMI6nvFcLpfltWfPnuH8/Lyw5GdnZ7i4uMD3v/99fPjhh3j//fexXq9BRJjP55jP54XRBgQQ39zcoGmaUuFzGAbc3Nzggw8+wGKxwDvvvIOnT5/i1atX+Oijj7Ber7FarfClL32pgG/Tgj99+hTvvPMOrq6uMJ/PC+Cx8em6DnVdY7FYFEeXJ0+eYLfbFY9yA+N3d3d4eHgo+nOvPZ/KT6YyhykYNhb0VKl7D858IR7fpnKWqRTlFOjzUpBpYuAU5J+aYx4Y+z77YM8nttZ1fRK4Tln5U9c1Zfd9FVIDpdPA4ZPG3gLK6aqB7WOrH9MVArs2H6z6oMNcTEyCNZW4+PGyHAbguNjOKXvMU0GTD078Pp+lfa5BeCyl0AFkYGDCkAQcGkgDcJAMqF5XiTddVpcXGMocOm2vnEPkHFVg1FEYaIawilUNxJgRlSkPgiHRtoSqEpBU1YSqItzdZrx4kfHqhrHdSz/aBpi3wHJBWC6BqpHKmPuOgRAQo0Ew6c+r2wCKGednwMVFwJgDXt0HDAlYzICrlvCFZwGzhkV/XAVcXM1xfdXg6skMy2Ul7GFOCKEqEgDKCUQRqWJUo3iY1zVhPkvoh4yzIWMxB84XAXcbxu1awPh6l7HtgV1P6AZGTlRYcIYVVT+MucXUdjcKCNQblWFJheTugARL/oWD8ENkJDEegH/Zqein7fhlZ7Dr4+F3TXL8JEzHMB1N2U+OZR+Eco5AQNYPHwIhVgIcHUwv2xb+3Ch/O7geT6QkMo6RSKpDsqRYVrqSA0tAJcKoemuwyUkCNMf34Lyi0pPDh6/p5A8rREROlePGQ16nosO2cITgPpTdvbVfTHtvt4Z1pYEs8deeTchFy4fcYQciQogBVMVScVWSO+m4g4/tsb0hzcpcmz7bl8OeNq9RBY4lDL5NmU8Pts0Vwl63kuIGtu2Ys9msJFWaDOH169f46KOP8OLFi8Kkm/f4crksdoVW0OdUcunLly8RY8T5+TkuLy+Rc8bNzQ3GcSxl7t99993C2ldVhadPn+LZs2e4vr7G2dnZxyzzvCOIJZxa32ezGYZhwNnZGebzOVarVXFyubu7w2azKT7mFrz4cfRA89T98MAcOK25nv7tj+VlMJ/UPkkb7e/xqfs/Bcf+PFMG2G9v2/gqklOLxamuejpe/nV/3FNl4O13X9Rneg3Tvk6vwZ9/KrGZvn6q78BxddnpWEzP7cdzmr9hx/f7ezZ9HEfUdf2jBcKbSoBdpzdsPwrbN+aiKAAr62hgO5DplFmSGoOBIsMDChr1n4ASKQEfIFaBFEQy0jZAjIyqZlSVgJgxyz5jJgRo0aABePE84/VNxmYrIHPWMpYzYD4nLBbAbEHgTNjvM7oeaObilCFSZ9Go360JT58QLi4IbRvw4ibidk1oGsblDHiyAq6eBCALC79Y1vjqlxdYrSLatkFVRQQSHX0IsbDQuSIBbJpkCpLrCkGCkKoSj/DlHHjaA9tdxqv7Ea/vgLst4X4L3K4zHkClgM9BJlRgmbivwMb2AGgFSh1Y68Ic6/8OQREd5COkD2tmZLVWNPaWC5ttkoksgA8oYJeZDyBY9/GFg6yfOJzRgciPZ7HLDqw7KfAnRiBhxtkuRllgzgTASsQfQ0mC6K+rYlPI4qpCB4AaTNN/uIJJUIFic2gBQ4as9sglqXUkLKiR42UD4tDtGSB17DGQLYOfi3wmmLVlMC9x77+Oo3t/lEOgXHcZb1AxszFmXFYb5Asj1g02/bYE0USnv6we22P7rW7ez9oDcM+m+mV94FjXyswfY+Gm4MvYZHvNQGrbtkU2YmDcPqumrGrf9/jwww/x8uVLbDYbMItNoGm/zbow51zY58ViUcCVgfuHhwc8ffq0+JC/fPkS9/f3qOsal5eXuLi4wPX1dZFDrFYr/NiP/RjOzs4wm82KJnmaHGcMq8kHjHW1QMAA0Gq1KoWDXr9+jZubm+ICc39/DwAFjH9S4twpkOfvx5QpngLmKTCestB+7K1N58D0vNNj+blix5uCeP/dNAWE/jvL7qHv/zQx0ffZn88z2XaOKQt+ajw9S+9fOwXCp2MwDTam92x6X+waPykQms6xT7snfjz8uNh8NLnKpwV3n9Q+1yDcwE5Sh5RdovJ7UlBlX+6BAE5JEuYAcBIjtVqz3Vi1tXUgJAUAIYhDSST5wOwGxjgAzQKYzzLmjYCjWQMgSfJf1wOhFqnq/ZqRhowYCLs9YbMmjAMjRMb5StjrxRJYLAnzBfCdb2fse0mO7IaMs/OM1Zyw2xFe3zJmbcJXvlIhZ8LNHeEHHwno/cJbhGdXwGqhICZEXD1p8NbTGS7PG8QIVFGYdQFLURxJNMMu5wwKCRQJMRNCTEhJkixjCqhSRqyANgMrdVD50jsVdpsRN2vG7UPGq1vGh7cBLx9ETrPtGEPSyWissYJLUtY1FV/1gx7ZzFMKC24fdDBIJkHRAThnOM4dDJSiMwJKD7p1QFxKwGJ9SHQA/B4JGyvc1NXhPRxY30DixnL4gOUiCWE+6M4DSUXHOgLDeGDlJdgBkJUZUE15JPkXgkgxKqCgaoKMl7i5EEYOCIb59TrJ5DY4MPs2euSuA0SH54Ngo1pWhGxb+YANQIzIZAGQbmFBDMs9DYqMWS0HYxVKZUtmAk1y1OR5y1pdVO7/qJaIVRVAnMv8DCC0swbNYon1ZosMYBgziKV662N7bG9aM2BhX/TeHxs4XsY24GPaVAPuTdMcuS94QOWBTkqpWApaoZ75fF5YY9P8dl1XAMfd3V0B7dvtFg8PD0VXfX5+jsVigeVyWZjwX/u1Xyve48Mw4OLiAsvlEpvNBre3t5jNZvja174GZsbt7S0++OAD9H2Pr371q3j69ClWqxWIRPt+fX2Nd955B5eXl0eBgpcJ2GerBQ7ef9qkC1b50N47OzsDM+O9997Der3G3d0d7u7u8PLlS7x+/Rq3t7eFIfc+3B70eZkBcMwMe0Bt23iw5aUUUxDut/HJm/79U8l+0/7ZTwvyfJsCRA/U/TyybWxcfXBogd0p0D9luH2//EqDHwff509bRbD9vFZ+Cmh9gGbg3weh0yTKKeC3AGyaWHoqkdfLuogOhXq8N77JVmwl5v7+Hsyitf+RAeEpCbgZEqNPwsAeUBwhBH2QSBjDKgAjAlIW7XIAi5uEgptAqqMmqc4TeBSXiQT0UNZ9BNBn3D8wUsM4XwBhwRgSoRuBLgFnc2DXAw8PjL5nzCpxLxlHYcwXi4CrK+DsImDWApyBH3xvxOvXhN3AoEhYnQFvXRFev0p4WAtj+hM/TtiuM17dEF7fEe73AdfXEU+vgfOVgKPNPuIrX2px9aTFajlDrCqog7MCPmEuKZC4wAComwrjAPFQzyIJQJ9RNwEhMWIWJlzNLTTRMaKupDLo9UXGF54GfGXDuFkTbjcZr+8TPrrLWKt+vB8AiqS+1yJDyepIEir78DkA7vKzzGUDf25ZCKIjV/m4k7Pg4JbigKgx3SbNEH2ceVTrtLHTGbOuYFMXUhDDwTZRjiWBVi7biSY9RHGeyTmovZ9tnyXJ8MBdF2Y3KP3OIESB0WVFxlqoKnktZ1SqfUdgVIA4zWRnT6ig3J6BmoDRLvbIueZwApLln6Pl7K6XZe7M+pyEgIiIqM4qktRM4JyRtDRqJEkIzboCwAgyliwdNXeeAuAJGFNCVdXKrkcEDRo5BCnkMwyoqqj3lDD5DH9sj+2NacZ+m1PCVIbiAbUBCgMA08I21qasngE229YSNe/u7tD3PVarFVarVXndpCH7/R4PDw/oug5N0xTnkqqqsFqt8PTpU1xeXmI+nyPnjG9/+9t48eJFAReXl5d49uwZXrx4gYeHBzAzfttv+21Yr9d4+fJlAbvPnj0rGnRA9ORf//rXcX19jfPz86PVAgOjnlU1ZwtfLGa6EuDLj3tphenIr66u8M477+Dh4aFoxm9ubvDq1Sus1+siV/GAy8bVa339efz9mAJMD/CmDix2DdNjTd83oDitkjlloqfjMV1J8cmRfnztWNP3PXD3x/GvTf/2YNv7a3uw7oH9qYRSP//939Nm121uOiGEIsHyY+6DOe+u4u/RJ7HvnuW3c9r+lqtgwYufgxbgToOuz9I+1yDceO6cSRL58kF6krQwDYgK8woWBi0lK4Gr1jQwAC5I62ClFyBODixWacp2jkPGSIxUA0wkSYqDMrsBOL+IePGdjGEQRjPngPs9Y1EDizlwcc5YrCJWZwH9nnF7k/HiNeF+I64dq0acT1Ji3K8lKXPWMp4/Dxg64HYNrHcSWZwtgboipBTQj4TlqsHZaoZZK9qkEGtkLRNvaJOZpVS4BiwUKlBggFXiwAGxCgAkgU9Y40oOkXV8wABXIMqI6rxRVYzlAnjaB2yvA768ZdzvMm7XjJuHjJsHxm4vxY1GiMNH8W2H3oR8YFyJxOqu6LTJ2Fp9mBS9yQfBQYohIDAIINTgSip9HoIy8ftD2c8qdhYwDXVpoUPSYGHZobaN+aD1NklKkVWw6bIPjLxFFeOYQJXsH5gRIukKga4SQIo+ScKxgGXSJEdjqxG0wBBFMGVkkuJSlvhpvvkglGBLYzCYbKfw2nTQcZPtq18WnM3/nZBSljkeCaGqwCwWgVJ6npF1CUKqqZIUdSLrZ8A4jGA1Jw86ZgSAWBjxWEV53hJJIm4Qj/sBwNAPGJNq9SigiuKOEsPHPXYf22N7U9r0y/4UePLSEAPrngX3oMQzmbavAXFjxL2kwGuiY4y4vLzEr//6r5cktJwzNpsN2rbFcrnE5eUlVqsVLi4usNvt8Pr1a7x48aJUzFytVri+vsY4jri7u8MwDJjNZvjwww/RdV2prhljLFU1TRtvrihWVMgz/1OWcyop8BIKXzVxyjxPnTpMslLXNZbLJbquw9tvv30kVbm5uSnVQ23MT8kepjINz9Tba1MgN00A9HNgeh/tPX8Ozxh7IOnZcg8Up+Ngx5wCw1PsumeA/ThMJR/TAjintNPT++MB+KkVAn8sHxR4kG/bTW0J/fHtnvvjl+8y9yxZIGT7mzuMNR8EWI6E77d3W7GVFS+T+mHa5xqEuzQwcZxgLr7ORl/qNIVJV6yEuiEw08Nq6UwBpgfMjiSGygIWEUBBeNfCUJJovvuBUVWE2UyY5u1OwFOjSYPMQNOI/nu1JCxWEZwY6zXw+obwsBcWfD4nLOYBF2cBdw9APxICiePEqxsgj8BmD/QJaBciQSEQhoHQDYS33q4xaytUVSz9s/MzA2BhKGEMpb3uqWCSEuECjkU7L7IB0oIu+rr5jqvbTAgZs5ZwpkC9HzO2PeFuk3GzZry8Tbi5T1hvGds9sN4C3ajFknDoAxVECPWRZhQrEQWUVuDHgiXjlU26AQPeZJIXnS8SayDgIJcw4Cvzhp0m45gN95pxZhuqUOaSHSOAMNoDq1IPtoBQ2fDsD6bz1ACyyGRYwDMfvBcDgoByQa7Ili8AQkbWIj3sJClyfWblWTTeJqzRCOFwbht2DSJSBhMjBqly6eEuBedrroNlGvNI+sVpNmF6LynY84bSu0AoxaMkcNGeZ7cEwIyxH8BIaGZNkQVFmx+P7bG9YW0qQTgFKIADkJgCJw+wpkykvT5NKPPHtt+HYSjuEcYgWnVLs6oDBPSbBtxsDR8eHvDq1Stst9sidbH37+/vCzMeQsDLly+RUsJ2uy0+5KvVCoC4WwzDgC984QsFgPs+ngKD9nPKBE9XDfw2HujZOTzQms1mBZANw4Cu6wpD7hn87XZbVgd8tc3pz+m9OcWAngLz0wTC6bzwlnn+fk6ZWz8OwEES4o/tz2G/e/vG6ZyZJqBOQfjU1cQHUH6OT/3S/b2a9nF6L0/1fXosA9XGdp8KkHyzYxsrf0qC41c57HXfRzvONCgwKdhsNiuvf1pC7rR9rkG40INCYw4JCtoEdAkrbgMrqtdBNadBURlnjYzCIWEzG3hXjNRnxkxLCQaSAjx1JNQ1ih41c0CMGcsl4ewi4vaWse0j2sBoRNmC8xnj8pywOgtoFwGrRcAPvtfjo5eE1w+EPgQkAi7OCNeXEW0T8P5HjMU8IAZCnxjrPQGj+DwjALNWrBBzAoaRkTjg4swqXwkQLg8zBYDiAXjaByDYJascghIKERQySMs6cs6ItWjJcxZQF8u8F9gnGFYfmiAKZUbEeyqL6PuMl697fP/5iPdfjvjB84TX98Cmz+Diese6rwY/LBIQKaCkQJoESGe1PCS937D9IWCuqkLRjVhAkvMBY5My10ySWRiYkdns/YCg4DOlQ85AOQeJjKYKziJQsXhdi8xF8hMYTRWPGGlKpH3SwCYEjCBUCkgJ4vKTSMGwjTdE2x90gucsY2PcsgDsfAg8FcxnlaiMODiViOuPfbjlo4AgRjVFNFSeGU0VwJHLvQYr2IbA/KquMKjOMlTqC85JCvNwQIgRTVNhGJVdZ4A5oa5ljJkZ232HdtEemB+GuhFJ0JKQ0HAtwQFk3AzMP7bH9iY2Az0GHu1z1y/PT5leS5gDjmUrHgB41tK2MZBtRXcMWBgrfXl5iZcvX2K/3x+xdcaAX15eYrlcYrVa4X/9r/+FFy9e4Obmpmx3dnaG6+trtG2L999/vyRomve5l900TYOzs7OiR2dmXF5eHjH63kf61DUCh6JHUxA7lYp4B5ipnrmu6wKkpnIDO2ff93jx4gV+8IMfFF/zm5ubYnFnbeoLPmWBPQidsvp2fh8keH2z7/c0CPPg2Lb3ziP++MbU2jE9S9w0TVkZYeajQMwz7n6cbb7asb0X9pSB9kHlqeDRj5Nt568t51yOM10JAA6OQP7efVLxIGt2zcZSe+29Hb9t2zJPDeTbnGJmbLfb4qtv/bT5a8eZzWZHXv+ftX2uQXg/qKbbzMABwQxQ7EUAst5c3SdUpktmDNnMqFVTNuYDCDWnCwpILHIUAqEKguJSEqeUQQuftDORcKQR+L++DTzsI9Ay6pQROWExz1iuAqqGsNkAv/GDAbcPQez9EhAi8NYTwhffDmgi43/8ao/9lvBkBYwJuH8AmLJocmNArAMW84gYAnZ7gZ7LZYVZWyvjeGC4OYm0wh5+PtDfZdINg9gUFnbUovyqQggZYz8i1rWwwYmBMYuWGxlBi6hHXSUwX3CpmGn2QMCiBZazFm8/iVh/scLLmxH/7dd7fPdlwN0W2PQMHrXPdr8gN5PLhxK03/q+A8mipUG5hykJQI9RZA3imsOgbB82um0Bowd9MgCZDw7nWQBQGsu9GdPhBSIgjXywWXTsjVH12QFHgvWL0PEhOTMzUGvCIktVKURl6qXQD+s1ythYVczE4r+dIVaJEYw6qNwlq02ksQu6AlSHCOiHYUpJk1itemnASAHrYZDEUAKaugYgkqZMBIoSZFRRVl8qBcfiay7BYTaNHrIk0+oXxpgqlasQqlmDPCTRfev9C1VAJJGn2HJIBdGcP3Lgj+1NbVYmewo+ps0vz39asp0HrPa610IDOPrbGHAiKuzzOI74tV/7NWy3WywWi6PEMvPvXq/X+O53v4u7u7tSfCQE8fN+7733UFUV/st/+S/YbDY4Pz/HOI7FfQQQ8FHXNVarFaxkPQCcn59jNpt9LKHPEj3t+qdjZiDeg1EDh+ao0vd98by2cZqCIP+3B/0G1mazGRaLBa6vr/H1r38dL1++xK/+6q/igw8+KNpxu1/T++fvh71mn/nGuHpQCRzkJGZxZ+BtmkDpwa9nm0/Nr2lRIGPyfR+9LOPou0nblBG2flnAYfdgupoxTeY8FaRMAfWpxFF/b6Zacg+a/b20QMkCUT++XrvtNeLe13x67+w1C3BMhz4MQwnoxnFE0zRl/Kb34dSqyCe1zzUIT5m1UAyU2pRy9czCmrKKckmX+QWoBUlaY0YNgIMASMWViCEWiCTL8oyEAKgMIDEJqRzEISNngLQoz8MW+MFzxroTjXRbZ7SVsLwXFxFNBHYbxoevGCkHbHbAoACzjoS3rhj9HrjbA/fbgMWSMI4Z3UAYcsCsTsLkI6BqItqZyjB0Es1aCHus1RiRxVqRtQIlEpDJSVBYAFFOGSmpDpmOpSuggBADqhpFUhFCACpGTuLRLbiVQRwK08xyOxAgwCwIkgbVQWRDAKoo1R+vzhk/eJXx/uuMF+ssya8wzMqgKHprAZmTpV49GUNBv8VjpKy8To1gTLccEsxS5RFExShPPgAYJbkXUMkHiuyJbP6USSfVKAmQQj9O32GMdC4BgVSCNHmIRRKBGGBd0lN4nQDEnIv0QoIaFMefysY8yDGJ3IdT6V5Q9xgLCBgRhExmOQhQCKjqClA3kqiRyEEuo7IQPQdB5lc7rxHNqxzygZVETA5OGUxSkEPmhQD+WFXIwyEogz5rmQlEASESOJuERT+kozilhMNI6KqOSn9MzP/YHtsb1KYM7hR8WvPg0trUXcJYtymDewqweomEgVED1++//35hweu6RtM0SCnhyZMnqOsa6/Uaz58/P2K2jT189uwZ9vs9drsdNpsNlsslxnFE13VF2mIAxzzGrZltogFD4AB+LAnRJyt6htXAlweK/roLqeTOZePvwbgHtn47D3BDCIXdN8b18vISz58/x0cffVQ08B5oTvt19N3kdN9eUuHBuD+/B+De23o6X06dz7adas2nwNy/Z/2w+zwFxMBh3k6TPr0m3YNzv61PkjzFVE/BtP30K0LG1E9XjU6Nn13Lcrk8AsIWCNkz6cfFs/inghE7hg+U/DVP74N3Lfqs7XMNwpUiBaATClCAozoDB6f1lslkYCAwy4o7tDR2YgyJJQlO92U+JLkVuQXklAakxsSYN2KNuN0Btw+iI6+rjIqkkA8FxnIZkIaMzYbxsAZiJa4uCVL1r47Cau57YLcDxizAPmfCMNKBiVcmP9aEulJ3jiQ69KYOmiCnHxIESbhUDQIp8BQQqstAWXQ8nLNKPnSsjK2UwZXVApTh1IlPRe5hSxBEbtjBMP9x0kOSepHXdcCcM55eRqScS9XTzIzXW6BPXKwGjzTOBRh6IYL+fVgMUUmK/gKVobBZF6qenOxeGzA/HJtUxlE0x3pdLDgTSiIXdpxgHyS66lI6o0mLLIFIhtgDMlMpYCND6Fcn7LJchDl9prWPwcAxoYBkA8bGZjPZ7JcWbIwUX8cqIpAw9RnGfmjyLg5jRHQYdIYurwe5r2lIpVoqMdTfPhTWn4LcICn2c0gEtfsaIB90mQ+uMIEO/RRuXV5n/V369AjCH9ub2zzLNgUi0+Z14R48mtPKJ21/Sn9qgKRtW+Scsd1ucXd3d7Tcb/9WqxWGYcB6vcbDwwOqqjoCm2YFaOXjc85o27b0y/pswLWu68JMG8i2xDYfUPhETJO1eMDlAbkHsafYUN+8DMePhwe/tp0HrwbGrK9XV1dHCXzMjIeHhyOt+Knj2uun/p5KV+y96b/pNX3aiooflymDPj3ndOw88J8C3GnfTr3nj39KljMNEqbXdGo8/N9efiIr9sdB0Cftb6y3D4b9dUyTR3+zvkyTLU8lu/rx+pEB4UHRhOlSC1AzuKEAseBEZYmDspXMwtJJ0ZqMccwIJK4LgIK/LKCJoGwuDs4XKYskBgtgtwc2e8Kulw7VlBCREZFR1cC8Zby6Z6w3YnM4o1ycNkIAmgg8rMXKbxyBECTRMw9ynpQF/FVRctZiBKpKJDTjaBU6lblXLbI4TOQDfUqs4FuT7jiBjYHljJwtjRC6jGCjacAcZXRLYmTQLUjjIXc6NvBoSIpJ3DNIrrkKUnTo6pxBCKiCjDoFxv2esB8Y3UjFehB6H0vxG9LeGruf5RQh0pF0hCHBknljZwXBdt3CXyv7i+MPRzIkCLX90/0JAm5Nu+4BpXdNETCv+8GYBumVgeFS1VP3IwJiCGXoWK+XHTDNOMz7Q5B5AMwRLAWBGDLH9WA2s4kJgYXJtjLwpACZt4yswRnAYrWoD5Gx2DmL3l9Wi9SikXRNIcjVjzogrEFcTkn6oB71xBlMsdwjYb4jAieQOtmUYEFiZtGSg8v0dKHhY3tsb0z7zRKzpsy3gWYDBeZ/7Qv9TJ02ptIFfzxbSl+tVgU87/f7I6YcOLDWd3d3WK/XxTXFS1xijIUF9tUWTRJh//zSvzGHlhRqUhMPiAzAeyA83eYUi3oKgJ8ChFP21oNVv82UmTYm3Cp92jhYX3e7XUnG84Bw2vxx7bxTptSPgw8+pisn0+uz4MZfn1958UBw+rvvnwfWXl/ut58mPU6lPtMx/Sw/PykgnQJhCxg9cz2VrkwDq5TSkbTLb3uK7bdrt/2nshrg47kA03lm1+ODx8/aPtcgvGRPajIakSS3Zc4YOByKwTAXgGXVAA+UXnIUKSugsxsG9CMjjhlVgDidRGH3Esuu3Si7demgDxdHDoZUNmTMWiB1jJs7xv0aSCMBWmETzOAE9B3QjwBlKRA0a0XO0uUg2BWsZd8PfUNm7HfiP85ZtM5Dn+X8AQiZkVk6GMYRIRKqaMl+AsgFzSQFOgzKuTCqFtgEZWQp6MNngExBLCn9SgHgJEl3BvcE5E4ifrCws4EQ64i2ZZwvxaZu0UR8+RnjxZrx0T3j+68z1p0wyDmjjL2xz4rBD2BVg6QEuY+53Ht5d1SGndVqz6hVeXhwxIwLqOUyPbJGcubAQ8oyBwtccMgPLXEH2/4aJcgdPGzrggsD90SEGGysDo2zzF+GXENd5ClcrAVHncasBz2w8qRBi6wCBQqIFNBUFQIncEoIVYW2aREB3N2twSxFd6oAyRmwWA6iiRt0NYQ5o8YIJtGHxyqgqgL6Pkm0pTdrZCBkm3OsjigZHAgcCENKAGfEnFUbz0BOSJAvr7qqkMEYc0ZtWv30CMIf25vfDFAYWDI2zv4GPq4lnbKj0+P5MvXT5XQD7q9evToCzx6MmEyk6zrc3t6WAj5N0wA4yGDMgs36vFgsCjs+bZ7hNhcWA06WHDeVPvjiOwbCp23KiE/f88GJ9cPAkml2vVzDj6/9PtVPm6PM+fl50QV/8YtfxO3tLV6/fo3nz59ju90egdgpw2oB1RQIT5lrO7+Nl2eAp/PFX+ep1YIp+D4FwP2YTkH29Pg2F+z9qQban8uOOa3SOgWn/tqnc96A7dRH3vTeNzc3YOYy56fBkAV/fg7YvLOA0Fe3tOs7FdD6e+hXoyxAtt/NQ9yekx8ZEC7WfZLIZtYUpG4RMNmFbkuqCSaVXSQINqmCgk82Na4BMZGpjGPCqE4STIQ+EZqQMSYFPiNhGBkDh6JPbipC1QTUDVDV4mDx+lXGw47QJ2Gx5y2wG6TvVQSYApo6ISQJHGIlyYSbMWNMmuxYtQghKUMPjAMwBHHPOBTRIeQxSUVHYhDLsiAT6zYEoqggXBAbZ5EehCgymRAEBHpm1cQ+kKFRlls1wZSRoa40Fs+oXR3sHHofTI9vbDogKw+LGaGKAW0NXIwZX3gmVRr3mfFfvzvgey8YN2vGthPtvuA6gbNRLM0LUE6JCyi3xywxF726XUROXBh9/+ENZVspCIPO5Zp1DEisLBlAJFK/eUbK+mUaCEMSwE9EKmk5sPkgq/Epv5cPau0tMUChOuQ7sMw1DjLXQDpvgoFgAbMRoosfEx/YekALATECMgKy6Pg1gskpY9z3oBDR9wnpYYfMCeOYUNxTQGiaAAqa0d914ByRzUVFAXUdEvoR6HugmdXgMYGqiBDlHw89Uk4io4mhaNkzM3JKGNUvnPSa88gIlQYdI0tyat1IsaNCkX/6Ev9je2y/Fc2zrFOJiZdweGZxyrJNAZZvBl79Mrmx59614eHh4Yg9NC140zSoa6kl8fz582LJZ2Bzv98XTa799NdhS/12rqkzxjAMRz7g9vnq2X67Rg8wPSPur9/YdQPHNnb2cypV8cw1cLwycSq4mf607WOMR9VH+77Hu+++W67lf/yP/4EPPvgADw8P2O12H9Ny23V5pns6T/z12mt2L/z99+y4H1t/Tf46p4GNHcOD/SkA9n22659KoaarEx6A27Ub6PVz2l+rv35//6aVYHe7Xbmm+/v7o2DO9vH5CF3Xlfk47bPZUs7n81Lx0gJYy20AcCTXAo6rgdp4+YqZwzCUpE2/GvRZ2+cahIPFVm/MUkSEw8GCDgGSIKYkIJgRozBxiQ8Jd6pMQQjiotGnhErX/JkZKWep9ghhDlOM6MYRFRRcpoxAUnwmKckXWMq+CyEsS+8PW2DXcwHhRMIgBwLqKMlpTWVAiRBjBnNAYrH3o6hsrl4zj4xul5F6BgKQGgHf45BUyywBilyi6rdh7OugpKwe06KHnIARYLXnCEHGhQFwVkF3oXzNU1DY4kiS4AnVBJushYJqixkAi+c5E5dDUSMe6HUVUNcZdUMYU1TWGzgn4P/39Yh3LjOe32V8dAt8dCs+40MSSQ8Fsyt0shWVXzCLlOLgRW6viV1ldh/GBELOh8RBOdYhsZFz1uTIw4dKUhtIkYzYPdJVBjkbmHF0zJyzWj1KlEiW/GIsvM7fYUiyb+mBsiwgZAREBloSsZDMc0bU1QK7twTxLSdWOQxFXSEiUASQE0YdRIaskAToFwIFII+gEDGMCXUlDihVXWFIjDwq+01A1BL0QenyNCZwzqgpStVLlqJOneYaVERC5eMwxvLFouJ9MCqCFgjKCHpeqbKaVaJVhFKP7bG9cc2DLwMVwDGw8cyhgRRLRPSgl1n0sMZSG8g2+YgBI19BcMq2n2I1c5ZiPeaE4svH+6V2YyU9oz9lMu3vcRyx3W7RdV2pemluLV6Lbm3qTOHB8RS0+rL1/rynghc79vT6rc8e5E77YscytxcLXA52vnK+3/7bfzveeustvHr1Ci9fviwWkCbVmdrhTa/Xg1Lrt91/e9/O5QH+FARPmXLbfsqeT1dV/LjZcf1cnY6tbWfB1/Q4fs4YoPb99oB7ykT7PvvzeIbdn8vO0fc9mqY5kj35wMH64Z8R/8wZaPeMuvf89vPOX6cFocaEGwtvgc5nbZ9vEK5fwFLlkAugApG4KljSljGFROIWwsaCa/SsEo8YgDwYgDpoXccERMpIgdS7OIsmlxmcGNElSObMGJAxDkBOwpimJJKKPom7CjJrch4L+xyl2IoAQZGwhBAwZsLIslRPICQ2dkCY5r7PGJBRNRFplEqew5AQEkTO4OjWHAMom4YiH8CdAkOJUxiiEycR35pqmVRBcJTIqGCJDtIYcBaNMB1cSQCp5li2DYaxBAjGABnXCqhzQJOF2R9GLjKbL10FXC6Aty+A61XGsgE+us243zJ2nTDc2XTw8Etqhw8oZndu2D2OGiD4DxMc+ooyMDqNJNHUADaRyl2OALfKX1TeU1h1GHtrUiD9omQuumZjrm2Mx2zBgSZb5lySLgmEioGKxbYSNnfAMJV1MdxkzWFgAoLZfOkKEjLGMR0YZYtMy8yRA4wpI1KSapgxInMW20sNt3LUD9ggtojlCxqq/dZ5JKs4KvMpch0qCbti7yjvgwg5Sb5GiBVIQXpgWdVJqURKj+2xvXHNgyzP9BogAA4g01cpBI6X6D3w8gDEAJuxcjnno4qZBjQMlNixjQ20/a3AjoEIv+8pKzfPwhoon8oquq4DALRtK9I1B8KNSbdmffdstl339HVje710x5eY92Pqx++UPGAKluy6zM7OzmPXZ0mudj05Z7zzzjs4OzvD1dUVLi4uMJvN8PLly2JrOGX1fV+mGnAbv1PBiL03bdN5Mh27KcD3gdOpuea38/06tRLjJTD+d2O0/bk/6X7484Xy3RSOAk9//mk/DAzbfbOVoGmRJZsvpwoh+efTfvf99laJwCEp04+vX3mZzr/frH2uQbh5KpeHUZP+DBhWMRTZhYBwFu2y/tfWkvjHGSX5MoZD9CcODwJcGRkpMVKS6jscSEuhA0jAyCKDyJmRCNjvE4Y2YKwJY2asewZVFSIB45iw74V4pkqL0WRg1wcsY0atTPGuF/aSYkAgQtePwMwkFEFYQwRglGI9w5Ax9sLWpsCqKwZEOqGJB1GYV7IVAgWWAoqF+Q7EQAUwJ8QghVakIqkuM+hzEGByFAFXEkwQkEm8xJWNDSRSCmtMsg0Ku5tF+qDnIgpII2PoE9YPPfYD43xOOF9EfPEq4MffBX79/QHfe5Hxg1eM2zWwHoz1FdDLWXThOav1XlVpwCHBw+EhUsaYTAFv4F1kG8zOXgzQmOTAuEQS6RCrw46AX9NuawIs+FBUCMqIH6u9Zf6yANpAhJxHDXqoBEjZBDZZJl0KwLaTa466qiI8sbLeOOjYE5Po5FMS8UiW6ptBn4dIMv5QqQcxI1YBsZb5XjWNAGdjsnUOJQ2AR5YCUVJqXqw1QUAeR7EYrGv0Q8aoqwIJIitC1kCUCJyT9F6DmqRBCgWZP+JUJBU8LRn3h2EcHttj+z/VPOM7/QL3hXSAw5e9gRgvffAg3kCjAV1rHowDOGJRvfTAQMJ+v0fXdWiaBl3XHRXvsSV7z8KnlMo2xh7aNgZuuq7Dcrk8AsZEVMC3/bNrtKJCHpz6yoUedPn3vd7Yg6VTkgEf6PjEvmni5xSQ2nu2j2dSTffbdR3u7+/R9z1WqxVWqxXefvttfPnLX8b3vvc9vP/++8XW0AKSKXNv98Rrn63fHuBNGWN/j6cg2M8Jm2v+mv0KwJTV9zIafxx/P33ANB07HzhUVVW81f05/TGnwYZn3z0w9kGRnc9WJyw4sjHwMhgf/BhIN+bcWHYAH2PB/bMzfVatf5619/PMF2H6rO1zDcILOBl1YkIKgzCbxESYMrHqC6gj0PUCyoJqe02yYAhrZtUOWbEO1J0EjIyMNGakkcGVyD0MhMMAKgSI7AbGzUYsB1MK2A0JIWqlPyZ0oxyTAiFWQLdnPOyAak6oakLmgN0gvucieZBr6hOjiqksyQcSbfh+z3hYJ9TNiKYmSEVEXc5PbIS2BCGWNEqq/46sYCggViS4flQ2PSQE1duzIXf1TM9C8xaXD4QA0j6xCcQNFjO0vzrRCWAWHUkM6pgSgVgJEM+Z0TSEumKsNwl9L4C5CoTrM2D+lRpfus54dZfxvRcjvv8auN8D3SArDvtBQF4KaolnkwIHnlcwoH6gKENtzCoFQqAggB4Hx5LCtqMcDpySWh8eVl7CQS6t2m7Zy/y5wVmCr8MuFgKAsmqg7QMKOIDxMvmlgJQWfwWTTMNBf2p4hgwSvTYBkYFRx96sAwMk8mJ9lgKA2WoF4gSzqUQIaCoC0oicEoYhoZ3XyIFACZpMLJKscdSgJ0bUUapv1nWN+WKGV3drCQzs2YWyCpI9LQxIU0lOQ8rFGpRzRh4kas1UIQd97hne0v2xPbY3qhkz7b+QDRgYY2df4AZaPMDxX+6my/aJX16+YuDQV9EEDkV+PHjb7/d4eHhA3/dF0uLPZX32etn1eo3ValWAs4Fwz7IbI+8BiiV2Pjw8FEmHd33xQNODZ89E23h5YOzlBVPwOJVsGCD1IHQKHqdMrr3mi7v4aott26JpmgLEbdsnT56gbVu89dZbuLm5wQcffICPPvoI6/W6JMjauPtr+CTNum0z9ai24Miu269GTOfgdL746z8VANo4n2LhvZzjk5h0A7inpEf+uqZ9mQYSHrzbtqvV6ug4dl/sOej7HovFojwL/ph2nywXwoLd1WqFly9fHh3XB5jWF6uIOR1P/4z7YO+zts81CB+zMJWkLGBmARNJ1t5hHuBg0ZcaEGR1TRkyqU2gan7Z64plidzQEYOQ1M5QyLpcwBEDUvocwtqFGNCPjPWeMYwiu4ABCpXNpMSwl8cR6BMwZGAzCEsYRiGLM0ui3ZgYnIDdSJgTUEcBwJnFQnG3Z2y3QDNLmDcBUWUuVRXAluGn56Ngzi0kVodacEfcVBgcgwBzlrFKlBFKuXS1MbSkvcTIpBpjOEREAsCtiAwDQAwInCQrkdXiMNqHorLwGjwQGBQZ1BByDmhqcYHpx4y+F7b1YkFoK8KsYlytGHdbxnbP2PXAZpdx3wXcd4y7TkvKY6IhzgzfawnaqEgsACoJjiDpl3mwk/vHLFZ5wcaWgVlFusIhjHBKsiKScsaYCU3QoAOENhj8lusGi5MINSSSpAwM2aWZynIPBmYdSkPiJjGSvkS94c4EBoEZAw4fuuYWJI44AUQBVYg4v1iBU0a326PrpNR8zpJzEcYE7vpiTBIgg5ASMCZlMWLUuRbUhQYgkuOLzEueOwlkJbeCg1gUMpLpYEAUxdowZRAF5CAVWiUx1dYdHttje7Pa1OLPa4JN52oAyTPXBjY8QAU+Dqa8lMLvOwVwwAHM2O8551KMx47t2T6vJfZgZhgGbDabo6Q3/37f92jb9giIWOGf9XqN2Wx2xEieAo5TAO6ZRb+P11obU3qKAT/F7vrtPCMO4Ah8eqbcr2DY/k3TYLFYlLLoxvrHGEsF0qZpcHFxURI39/t9sYzc7XbFXeUgoTzt4nLKkcRv71db/DVPJRTMXMqxG4g3Rty7sHj5xlTOY0GIrbJMq3D6805XGaZBkGfgp2y93ZPpPbi8vAQzY7PZYL/ff2zVx4JZf69TSkdacL9S4M9xSqbji1b5OeSDIw/2p4HHb9Y+1yCcKQqjSqySkQPESkmAxaGioko2Rt0qoniAH4QTKMVcCi+pICxzQGIByjUEnBbvZQVF8lO9qIkwMiMkRh25BAfmDZ6zfSCKtWHKIiPokko7sjDkrEA85YycgH4kNJFRR4jsJBO6gUFI2GwJ7YKBnFFVhCoy0qhAsIwZg4Kw+CGIljdHSY6U3E9l9FllAAQF1MJcU0GeVLYDGLk8WDhii9nIZTbbxoKvAOj2Ci6L23VWfTMxKAKzNiA3YjlZDybrkEqkNRFWDYEWwAzAJgDbyFiAUJOUtH/oWNlXOuirSb2qi0yGiv650KvWeTrsZ/PLAr8AoIYwwXVktBUwb4DlTO57JEas5EN1SIR+BDZ7ScbtO0IagMgZERqE6GiMzGhmEUNm7AZx0ulYArTiV26jLFGgBA+FObfVIBS2XHTqshJDMUhCKOzeKGvdNIgxYLmYy5d6yhiHvbL5cq4xM3hIsGqqQZeEWOVYmm8q8hZI4NL1Y5kHYFtf0Huvr+WkWnBIYEFs401lrtiKwGEd4rE9tjeveXAxZQoN/BhQMFbYQIgH4afYyFPNjuuP78HAFEjZNh7kFhmmgnADLraf/e6X3e1v00kby2j7W+KoVdn0TOQpEO7Li3uN9vScHrhOx9wAkZd3TCUF/jgehNtxpuPt2Vovj5nP52Xs+r7Hdrst+4YQjiwOrYiRXaMFY592DZ/UJ98P/74/hv1u41nXNWazGebz+ZHTjAHYYRiw3W7L6ofdbw+c7dzmMGIyo6kLjmeUP4l19xITf2y79/7eGGtdVRXOz88L4B6G4UiKZHPO7o93MPF9sPttKzVeIuTHbhqYTsd6eu/+d9rnGoSDGk0gFLWs+WgDpHppBSQs3sJdZvRqASjUuRSCycbUKstbAIKy4sZ4jwD2Y0YVtCpnFj/jEBiZYgENY2JhxinLPwXm40gqbZEKmFWUYEFY9gCiLOw8AzUIdSBQ1D5mOW4/AmMtvY2RMWagHzLyCGxiwGwpOuSmJtQVoQpJvZSVJlUGNkfTngFpzKjqeADQzGqTdwBvjCxFcAJKFUmGeYJrsBIO0pPCfsuGAvRiLuDQgFQyqQur//fICJQLIA8BaNoKWtNF/LHrhPv7AUPPGAaAR6DOwIydL0gE+gi0USQwxeNagXMIQYMTKl2k0l1JFgQru63BQ1C9tU2fikTmMY/ALGbMa8bFHHh2RVjOgFnNaCpG0wi4TEzoBsLNbUCoCS9vpMLquBeGujIQrsdenYm0ZteL1OZ+BHbJEnwlCdaCRl14Rc5SQicq8j4Ae/3iIAJzlCqZMaAfE5Jqw+u6wmLRIkdC29bgzBjaHuPQY0gAcUZKpudWq8MQUDU1mEfIzZAVEAaJrIgzumFA7kfpRWJ1mSEdaftyAUjZ7oOqR55NGNOv/dc1J4ysOQiP7bG9Yc0DDN+M8QNwBAoM9EwTvD4JeHuJiW07DMPHNKn+76lMwB/LwLLvkwFLA2JeWz7V3hog89aHBojM1WW5XMIKqfht7Bo8+LZ/RFTAl+/vlHk1sOb79Wmg29pUsmJ9AQ6BynSVwpoFEgb0UkrFvcaue8ruGhj2Sa9+btg2p+QM/lqngPbTgLe5hqxWKzx79qyw93VdH+mp+77H69evUdc1Xrx4gfv7+6Lr9qx0CAEXFxcFwBrDb9c7DTKteQ21DwCnkhqbG8ZcmxRrtVoV7/acM/b7Pfb7/dH4208LdEw3btaF1owN7/u+XOOpe3xKquRfn67ATFcCPkv7XIPwIamkBAGZVMft2HBmHQwF0wMJQy0ODYQQAUYARQJloO8HMKuKVlldq8rIUAtCAKmqIIBd1Le7BBDGAz0KoBtEdkHK9HUdI4GRKICDSGmIuPSFIyFUEWPS5SctUy8gWVj8bhBQWgVZxj+r5JgcA4YMPOwBetVjtYyoayl7v5wTMKLIKmIEKAhTHqIAqboCwEnNpwkBUQKaiEPiJTOi6qc5ZFRVDeR80BYHAe1AkFUJFkAokIwQEAT8ErToDylrKtrmwuimrCx4VnlKQN1IIh6RMN91HdE2EYvZiFk74ge/MWK7YWx2jE3HuNsLaH25S3hIAXVVI/VSSYnZ2HcAIap/tgJrNgZekmUpBE0OtHklLGwdgFlgLEPGZQs8uwTOlhnzVtjvthE2PJIATuQATiMqADUCVpcBq3PCj70VxFEHhPdfEj58Aay3omsfwKgT0ETGbMl4tiKs+4RXm4DbDrjtDxCWkBFYAOwITT5igKoKbV0JWIZIPuqqQsVqrTiOoAzUTV2SOvfdiHpGGLoBbdPg8uICy9kMfWI83G+weVgjZLXxhHqgUwChkmhIw6DMjH4YBXRrgFbXFUI4BLZW2j6qJCaljBgInDVTmRkYNdBV8B04I4QKGcCYtGLtY3tsb1jzAAz4+JfyVD7ikwyn+l+iQyLkKcbTg0QDgda8haFtb0mWpjH3CXTAAXyatMLA5pTt9Ay46coNlFrZegOU6/UaMUasVquSVLdYLI7GyJ/LjmXHsSQ5ax6Ee1Bu+/vXvKzE9p0mck5XDowd9tfriw3ZP5N22DGapsFsNsNisUDbtvje976H9XqNzWaD3W6HzWaD7XZbqpOapd40OJgyxNZvL9WZ9s/G0MZtPp/j+voaZ2dnmM1mxS7SfLVtf3MgiTHi2bNnuLi4wBe/+MXy/kcffYSPPvoI9/f3BRjbqsfZ2RkuLy+x3+9xd3eH3W6H3W53xNL7+W3sv88PsPlrY2Hzyuaz7bvf74uH/Ww2w/X1NZbLJYZhwM3NzZE8yY+j9cGaBYd+5alpmqPxnmrarYiVZ8y9VaYFHRYA/shYFI6d+F0HMEi13iCxyEtZ3FFglSGhcoSURSoCIPYJFLUQDgNtFTGmgDGrzVyGSBPIlsMZfUrYhIAmEOoQlfijIiOgDHAU95JeLfY4UvGqzkoxb1MAEmkxkyBVAsNhiX7MLFpckv6kJImG21702AxLdlTQA8K6lzLgIYo0gwlSgtzKKGolzaoKAtIroKkEnLVNAJOA/nEQDTDUHjFE8SUPYEC92MVa2mQ4KO4gVt4c0NeyFEditYOsozCqshOBEMFjEueZLK4mxJIUGoI4j8RapDFUmJKASAlNXWE2G1FVwAexw/ARsOkzqpoxi8A8BqSeQCMQKGJIIg+SW8ZYNMDTFfDskvHONeFqxgKeo4RYu06ScHcd4WELfHgD3D5I0mQbGctGKqlSJnQ7BhKjXgpIT4PYUAJACFlWQZJURb1/YIQPZSWjqYF5m3A1Y7z9YzKL+pHw+g643QR0PWPbZYAJs5rwzjlj1QPhBngYgRyCFimCJrkSUhB/+V0CMABzDR5SJvTdKNyxrgzUIYjFIpPOD8L5aoV53YCYkcYBy7bBuOtQVYSmqcAp2HQC5QTue5nbrCaJDOQxo8+Mpq5QRSlnP4wjYqwATqLzVt1M1sCrbuoinSKS4JhHqeaZ0wiEiDo2iKRRUv54hbPH9tjehOaT7zxrDaAkT54C5gDKl77XznqrQQMq1mwb72IyTYrzINX6wMwF5PrEMtM3+3N6TbIVUTFm3eQ0npW0Phpo6boODw8PH9NcGwC0cxtAt36N44j5fF7Ajdf1Gmj3NnanWHK7Bg9YfbGaaZ/sZwih+Kf7a/F6dQt6pgGEST+MiX7//feLI43dk67r0HVdud++T/P5HBcXF7i6usLbb7+NxWKB2WxWAhFjni1p9sWLF7i9vS0g1EC3t6A8OzuD+V3bmHlJxzAMuL+/BxGV1Yr5fI7lcomf+ImfKNu/fv0aDw8PZfUmpVRA8X6/x4sXL44qUtrYWaBj99Ez997dx89Vz0THGHF5eYm2bQFIUDSfz0uAZjkH02TMabEhA+H+XvR9X8bWb+8LWPmVJy/jsXPOZrOjAOmzts81CAdnBAANZcxCRgdxfwDLgnXOGZmzsNus3tyZJZFNxNxgCsgQQBCUomMFkmy+1wZSVKaSSRQepExeFmwq+l8SWcFAWkAoHaQQoq3O4h8OiJsIoGXEVQ+bBVAlEqWNMcopi2Z2QMC+F7bWEioZGVllLGFIqPeMkQOaUTybySwAlaivMos23HTNKsvN7OUl4hZCYPX9Zq02rjsQwDkUIJ6ZAHW0kM8xLkV6ksppYlAnFRlgla1IIDGoz/k4AsiMKjCqilG3QDVkvVYGB10NqIrCGxfnEcPTCr3URUfYZZwvgPMB6FTCs+mBbmT0vYDoEERGcn3GeHrBePspYTUTZxLOIu+pMoFq4HxGeLIgPFkSNruEzUb1y8zY94SYMzDKukgXgDqKbj9G6WsMWSq4AghMOg3U+SYBQ59RVcCszahroKqAq3OgrRm7DugHUXoEMEIU/Xa3IPCGMZDIMkYdZ7BYBzIzMgK6lMRGMcj9HXNGVNkQWBKWkak4AYGzWAUSxB0mBGTIB15O4hPeNDW6bkTQpMpxGOV5IA3Y9FjisV+U66oTJ4SKRHZic57s1EnmYlaPc9IEYDY7TEZFGQGpJJPGx8TMx/YGNq899cycNc+oeSb7047lpRNT/a39nMoAPCPpS6FPGXdrBh48APJA3jS7vg92DWbd58G+HdOA+GazKYDPyz8s4Jgy1J7V9kyjlwhMdeB2vOl1eXnPVEfsE/T8GHupjYFxA9lt2x6BN5NAmOUggJKYajrlh4cHzGYzXF1dFTBslpHmnmJM8cXFBa6vr/Hs2TMsl8sSaNl9m81mWC6XODs7w/n5eWHc7X1b4bDx3u/3R3p8C9L83POsv4F8H1A0TYPLy0vUdV0CAa/BJiKcnZ19bM5O566dw8uHfEKwBTueVfb33e/nV4natsV+vy9zwZxLrH++P1Np1nTe+jlkx/AJ1z7Qmx7nRyYx09hnhIQ2io42Q/2UWVjYnAXVEuciLWBlYTmQWuUBYC7aa0tyYxgoV9AKJcUh5xHnPwXnRIrrhY0UDbAwwwHSN0MiWQMBc5UA27kOwDSrztdAeObDJOwTgXqgrgTsGaDNFNDnjG2vCaQdISKhUqeUoAA2ZrMblOupq4MOmtku0j5kUSpFSsEe9RgJ6jRi0g4AzEnY0KwPM6u22lYJIiEha10YPbZgd3E+6TP2nTD3VWDUFTDL0nfUqhWmDKrlWmKUMVjMA548iRgGrcx1x6jOGNcywMjM2PViC9l1cq4YGA2AZZuxWgLns4DZDBi6LA4fiYEsGvg6AM2MsJoTOGWsN0DXM7qecXMXkAddTkxAtydJyJwTQjhIdeqKtXIlYzmTseoTYxgJ+54xglBtGW3NmM+B5ZKwbDPaCAwjYegZ3aDJwEy4mBH2A9Axo89Al4GsVpnEVILHPokHd8UCWll2L5aKEYyUpcoqA8gpIQ29SF2CJG8OKWHoRySTClURNAgQ5swYR1mxMUeUIsyHFNqxBNhYS2JvpIBcWBCUjNecEmIMyFmXWYk0YVWsGKugfuicESgggKVy7WN7bG9Y8xKHqf4ZwJGrxJQp90vnU/nHFHh7ds4DbH88b7Vm4MvbCnrJg2cRvTbdn8v/PtWJG8M61Twba77f7+GL+RijbYDbj5FJUqZBh12jrTRMNblTva4fYy/98Kz59Lo8WDcwan23e2qMvLHhHpgZq79YLHB9fX0EOM/Ozo7ulYFZ+2njMZ/PsVqtsFwuMZ/PCytvQNyz74vFAldXV6VIkMlDTNNvqxdVVWE+nxew6V0/mBnz+RwASkAwDENxt2nbFovFAqvVqoByA+sG+O34Boz9/ZzOcRtb78AyXTmy+WW/m7zKni07v53H5redzxh37/Vuc8C7wdh+Pt/BxseeE1ud8fPGy4M88P6RAuHqKocYgCaiSCVyNkkERPaQASkDz1qmPYOJkUcp4iK6YC7gFyWnMmupd2GSCQIW9CUgBkmEqyoBVjmhEcoPCHKuzIw+S/JbZq2CyUDNYoXCTMhBWXyggJ8xCYOfdZsYI7L6Q3cjYdMTwpwEeJF4bMdI6JL4jhNLdcEqCiCMAahrAmJGlwjLBICApgJqFs2z1ZNXTxjRkieRmnAwGz9hMQNlEAeVikBAd6Iy/pySJjGSlnsXHa8lfJLJwBNjSMBuINyvE4a9rCrUFWO+E4eXxSKimTHqLEFBrCQRVtjSgPki4vq6QgwM5BF3HaOZM5qWUdcsEwOHIKOqCQ/3QNcRxgG4vWU8eSJOLE0jxYLiLmO3Yew7xjhIMLRcAOdnhLqWc79+kXF7C2GsR/1wGQg9GMNeitnMZ8D5eUAzI8wy0M4Z6weABg0cK8KQxVN+PwTcbAB6LW41bUNoKgJBtNEpE5BFi302A8IA0HhYPelVSn1Ii2XsR1kJqQLQRP2QA5ARMWjCL5FItYZ9j7RMcsAo17PbWSEDmb99NwpLnsW7PWdG1UaEKqKC3ONhTCCYLzppJU3Ic5Iyxjxogq9uo/OM2RKGD5UzYyBUJB7xkeT5CPow1tXhC/SxPbY3rflkQ+CYkfUsMoCj1z3AnCbknQLj1qZMnQey3jfZJ5l55wfP+Hl3EmNX7Xq8dICZj67PdOer1aqAFe/nvNvtjthJn0RoxzbgZcAHOA40rPkCRV4KMAVEBggNiE8TQv21+9e85v3h4QHb7bYA3/l8jmEYCii149t427mXyyWur69LPzabTdGMm87Yzg9IldG7u7sCym9ubor+vG3bosfebDbYbDYFhC6XS5yfn+P6+hpEhOfPn+P169fFjtKYYQAFJJvsxVxe5vN5kaR4G8j9fo++73F3d1fuddu2hfX3QWaMEYvFoiSn2nyeBofAIXdiquW3uWRBIhFht9vh7OzsaDVmt9sdMeX7/R4hhI/JRPz89EWjps9Jzrm8b/fP9vMBm62e+Ofbg/IfGRBeqSdzggCPutJkLWWWza4NWQrWMEnyF7PJLIARIyKhMHNJHReMhU5s0lV7+NWzmyUAGLPY0oUEMGfknLChAMMGzBBf5iwBQbYPUkX+IZDIWELQvw8SjTGJlR0rM50yxCUkCBO/2TGYA+atgkIli5mM7RTZxNiJbCdWCjLbgCoJoO1VqxxI2GXYygCyaHUDA0H9qEESMLAoa1LOQBaAFys7ucpNmHXcsxSMCQFVG00FVAA4FyadNeBhbPcJfSd9rxvg6TbhfEWYzyNmi4j5PKKqA2KUDktVSkLdVjh7AlDFqF90eHmXsVszmhlj1QCbHaMfxFmkqRlNE7BaMKoKqGoJsrouoaoCYiN+7OMeoBYYArDbAS+eM2LNWC2Bi3PgYgks6oS+BzotENT1hKGXwCkEYOiAzVqY/aoirJbArAHWG2CzJWy3Mh6LRuZtYsJ2IOxGYLs5yDtqIsTK1mgC6orQ6mrLyCRJvRooJpOnaCCFLEWLUgaoChjV03sgufezOoqjCjP22z0e7u4xn7cgClhvdrhfb0WOAqCqRMfP9nyFgDFn1PZlaQIUy3glaFGqiKEfwCmDOINcUg604E+yOaOrP6Fi1DHJ/CSZJyIPEylX/OyfdY/tsf0fawZiTMNsYMWz356dNeDrAZktyXsQbj+nSZ0Gqr0+2rt3GBAykOJ15P6nB7zAsW+3BySma/esuZcI7HY7ACiJgPa6NZMDeEmAB6b23jAMWCwWH2O17bpPOVlMNcgGwPyYexcPS8yz6/GgfHpscwKxpMHNZoOzszMsl0ssl8viPOK19wCwWCwACED96KOPiq56NpthNpthu90W6UTTNGjbFsvlsmizLbAx5t3+trHdbrf48MMPj5Ilz87OSuVVy1Houu7I8cbmg2nXz87O0LYtNptNkbfYfbRxsGPYaoYPtKz5JEYvM/H3YTrfDNhO54aNJzNjvV7j5uamzImHhwfc3d2Vcbbr9cedrvZ48G3/rGqmD8788+p1657dtzkz1b//MO1zDcLbIEv8VWaMQZxSwGprlgSCcE5QKhkchC3mnMS1QRGngUGxQwNEgXpU1gUGFbP6gxd7uJzBg7wbFWl3PSNXQXyTVScdFDiViUcBIcF2LDmgKi4pRWGEnRZGkJARyGwUpS+7LkF06ZLMWVtyZwZYtb7C2AN1Szg7D3h2EbGYxcIsppxUOuIKCXEC00EjDhx8skNmZ3sokhMik+4o6Zwd2GaRPISkEpygWl9IwmkMGVVkNA0wnwXsmozNLmG7yxgfMu4fgKvziPNVwtkq4PyswmweUdURIZAwsixjEgNh3kacLwPGnrHZEfYPhM2CsB+jrEIgI+QB3SYDa0ZVA/M5YT4T9j2Q2FA2c8KGElIvVUkBoG6AzVasEccBWLasCYIAsUhRmgXQ1YRxNHmRMOnIhDwCQw/UNdDUAbQUjfd6K9UmSdnd8znjjgnDqMV6BkYK8sCK1pxRESMMVNxnIiRfwWRPo+rQMwcgSLJwZkaVzXpRNo7KPEsCMyN0HR7u7rDfVkCI2G57dPtBv/hU6pKkgI4x4RwIIUuRnlBJUSaiUHIR5NnRtIgSdslkGccRnBLqGNX7Xp9hSKAg5oakFphBKormfKhy+tge2xvWDJC0bVsABXAsFfFA2i+ZT8HfVIoBHJIQ/XZeSgIcAARwWFbvuq7IPjzo9+cywDEF5P64074Ah2qBto1JFAyITZM2PZCezWYlEXGxWBxJFKbBiteGe3bSBwnWLz8mfhXCrwZ4htzO68/j3VzM3WSz2eD29hZ3d3d48uQJzs/PcXZ2houLCywWi8Lq+3ts7PnZ2Rn6vi9A12QTXnbx8PAAZi6Slvl8jrquj1YNbm5uil7d5ppV5uy6DovFogQctlqxWq2O9O0WuBnw3e/3heE+OzsrQNcHS6ZP9wmdNvaeEfbzwwNfO5ef11Ntut0bLx8xpvvVq1dYr9cgIqzX6+LG4oOnU9Ij/3z54Nb28c+BvearbE6fC786dOrcn7V9rkF4EwkVSXXBfQSqdPhAKB9mapNHKrEIupxt3srBZCt2UHNDoYOWGXBSFAjQJJRNJKltEJ1xJCcFyAdwL2IIOaIlclrhnkBAxcKimgZd1BPiciGvWVBAB7DLhH5kxEG2DyMwVgcfb9JxmM0IywXhbBlwfRnx9ExKijOLPjr38pOCriBEOYHp5bOy/lZQBiSaeZBp8rU4Ekq8Y3S6oXDALAlFpQOwsv5QmUylcqHM2C0CtvuAvGPc7xi364x9D6x3GZe7gHEAViugbRlVHYRVjaFo+EMgtHXAss5IHWHIAf0QMHAtLD4lcB4xjoxxFFlIPzD6Hpi3QNMzxgZoWhnrpMB5zECIUmU0JcZ6LdfRRGOWIfkHAcjZvphY2Vob74MOnwioIjCfAV3HGAYqoDLWjIoIqICgEisGIas+OkYgJkkCriPQQmRKSa0tiWXlRPIWZPwFkKM432gesMxLzroqwej7EfsIjMMAgDAM4hLD+nxkopL8ebjHtkKigFkfDvcEIek8Ips/kL7kJGXqEUOZ5wWms4x1oMO8Ic2KlgTpRznKY3vzmmeJve4ZOHw3TcH1NNlr6ic+laZM5SrAsaZ7yjROE808sJ2ex4MNY4xtG2M2p9fgwYsBSwPLRHTkRmF98smFV1dXePLkSWE9fULklPE2YG5jNvXc9tc8rVBq7/lAxuva7X3gYPk3m83AzKXS5cPDAzabDe7u7krCqUlDzs/Pi2baS3UMKBrTbe4oBvRsnDzA9azzfD4v1n5t235sjKyvwzBgvV4DEDmPBVx2PQYevX7azunvk7ms7Ha7ohH3c9mCAi//sXth2/p7ZfPB7oUP5k6x436uWrMg0q7BdPLTVaNTqxg+0J0Gb16KNH1GjKGf9su2sev3wd+PjDtKU4vvcmBGHbMuWQv7FqIyDWa9QFSqXIYQEGphDsdR3FPMNWUEIYRoyEQANx3Ke2eGJqgJ1Wt61/0o569CQBUYmbMkjrKx24QK8nsmYS/HLAcMCkhz5gJiCUCsgTSqHCFLCXNDKMWWjoGuBwYSAN3UhFYL9dQVMGsCri8C3r4mPL2MeHJRIyj4HkfGEDI2exL2nhlVzkCtYDtDfcCVoa0DYtQ4RQvjyIesFP2JKqWRCW4UvDIUJCXgsyYQEkNdMkSKQzUQK5b7BsKYCPue8OIu4WEHbPuE2w3hfsPoO8LVHpgvIto2IyKhndcSRDDr8QMqCphHAtfA/RiRqAZIPLUDE+ooTHA/Apt74PaeMauAWcVo64zZIgA5FveWfQfMF4SzM0bfMbYb4H7DuDwTd5IhMXpNAB1HGf+zFbBcCojuO3E5Wc4FhPeD3POmBhYzoBvkmvsRoF4kHK1Y0iMEwsjiVkJBNPaUE9paE1TVwKfvCFBPdiBjHCxpWOwDhyTacptnDGWV9ZliACMrw40E5ow8yHgyqKxyRCIkUHmeAFl9Scwgki/tITEoywdUpTadUR5FZAXqOck8CaRylYFNzAJA9OCmD2eWfAyKkiBLRDj0/LE9tjenecDp2VUDSr54iAFVA4FN0xSQMGXzplIJD8QNIHswEUL4WAVBk6x48OzBGICPscOeWTSg5YG8B7geeJkUAjhoiH2hmKurK7z11lu4vr7GkydPABzrsM05xEt6psy8Xbv3nLZx9+N6CkR5dtQHGx6gmlTFy3q6rsPNzQ02mw26rsP9/T0eHh5KUuRyuSyFcEw6YfvafTHXES+fsHtrzKvpsG9vb0s/TKpifbbESNOE7/f7wrJfXFwUAOwdWJqmwdnZGVarFXLOJSAwCYwFAW3bYj6fl/u43W4L8zstuuQTbE1WY57lfoXnlAbf5tyUEZ8yynY/DXj7Sph+dcWaDwS8faFP2PRzwydnetmOyVX8fPOB6LSvPzJMeIBIJ9Yd8HxPeOgJOwUChlZDJW4dY5/E2aFRU7OUxV2kUncOAyaAyj9EOpHAutwPAOImwcSF7RXZq1KaEADT9xkVCbtIELYyMyNFLW7CwODY6pxYLO60siMri9lkFns7QH24D/rqQIQ6Cus95oQMKc7TNsDTC+DZk4C3ryLevaqxWJBqvglVlGCkqYGUCP0QkYaEcS+FVogiImkQQcLqBgV9OUGdLtyHNjEyCaoesi4NkDmCCFiHaslTZuRRxloePqCuGTFmHUXCvAlo64hZI+w9MOK7PxjRDRkPHbDpCK/uRzxdEZ6sKpyvAs7mwLxLqJRd5gyMHSMl6XdbMS4SI3KPHhkICXVkhCGjaYWJnrfA/QZ42AEPCjLbO0ZbMapKNOShCnjxkrFoGfOW8eQcuL0j7DtGFYGqEqBeRWDTZTzsgJsHwvUWuLoC2laSYHdbCThmMyBEkY0sWWQYBMLDVoE4ZLtYSdJxGzL2SXIFuhxE3z5KzchIhEUkcJOxHSP2SaQnsygrRZlUEw5J3oQCcGYpLEU2GQGslpL5n8qHmyZMxohYSWGpXe/q03JGjAEDi6sMMxexthRmckvYedBkZaAJUXzkmUEUQCEiI0mhJA086wA0gRBDRuQBVWgQ27oEdan7uM3aY3tsv9XNtKj7/b44VviEQ+BQIdC+7M3/2JwYvBfxVEYB4MhZws7p2V2viTYgstvtjnyxDWAbc+9BrO1jRXu8LMTrvA3keXmJAS9vuWeg++nTp3j27BneeustLJfLso+vmGhA3QDmNGDx8gZzKjFgZa/7gMQHLdY/z7p6WYVtM3V4MX27Vf8EgO985zsFnO52O7x+/RovXrzAxcUFzs/PsVwuj7zbc84fc1mxcbI+mq55Pp9jNpthGAbc3d1hvV4frSr4apgxRrx48QJt22I2m+Hy8rIkZZqO3CwKbU7e3t7iyZMnePr0Kdq2RVVV2Gw2hfm3/loypEldzALQxsfkMXYNto1PqrSAw9xMLGjy2n1f4Mrui/cbJ6LSF683t/lrfTGtut1XHzB6kD5NupwCeR/4Tvfxz4wP3GazGYjoqA+/Wftcg/D7DdCPjJsd425PGGAOH4dldwriSVzVBEpiI0FEoEioq1g026QClaokfynbnBkhCM1IQUrNW8U+k1y0dYTagyBnQi/r9gqoM8YsntxSQdIeegaISkIkJ8YItoKbYADdKPrgSKzOLeIzDRKUmzijbYEn8xrnS8L1RcS7VwFPziRZs611VYACQpBqjrNWdLUpC3MLYsznFR56YXuVoxQNewAoo0hIEqmcIIgkI6j0xogJ5oP0J6hhOInjMzKHImsgveZAhKpmNJXY11WVMO11IMRYoW0i2kas6F7eDFI8J4mTyPMHxt0uYXnPuF5kXF1EzFq9PyCk0YrHCNveVvKayH4IQwIWK4ng0yiJp4s2AszoB8IwSEJl141YLoBZS2hrxvlCVh62nQDa1YpLpdZYAatlxnZHWDTiRjIMhNsNYWTGrJEkXoLId7oeCJFR11TY8JyFye+1lk3OBB4YGAmxFk/5qL7gVSWBVM4mVyJUFaFmkX6MSYE9AQFKlTMDJBVIlQqXoMn0+wD6UcrKix08IWkWAqcRTBGzxQLbcVfkVEQSQIUYkDmJpCYzQgw6k5UB0edKAl1hI2IIxS1HWHR5FoPOqzFltJXIzmIIIqrJGSEG3e6HS4J5bI/t/0R7eHjAMAxFtuCbZ5iN+fYJYMaWe2AJ4AhMG1jwIGbK6gEoSXx+H/+3AVX76fe14/old2tW7dGz0j5IyFlcKZ48eVKkJs+ePcPl5eVR1UYPwA3AGCAmIiyXyyI5sGb7ePmIB8/eLs7LaOzvU+yqSTqm4N6DXe/gMpvNStD04sWLkqw5jmNhyF+/fo3z83M8efKkFNoxwO3H2QICG/++77FarY5yCSyx00CsJYguFouSDLparQoTDwDn5+dHevDz83NsNpviFmLz0wJACziM6Y8xlus39xTvU27HtqDRA13/txEwvjCUZ6X9/ZneM38/bN75++vlU0SE1WpVNO5ecuJXMezv6Xk9q+3P45lvv8JkKwq+P/Zcn6oN8Entcw3Cb/ZS4vuhY4yZkAnqEW6DKwiDSLS8ZHYNAaCoYB1wyY8iTxAModEYmz+4uTOI5MQ8wDnnokWWD6AAolzs1ziTJIKWRXY2shjMWsgmmWKXrQ4OoL3nUQKDQAf5SWSpKDlrCG9fEZ5dRlydB1yfB1wuCU0dpK9aZCiSgNO6DqiboOw5gQaR4tQNoaoDkhbLCUGKDgVWe8GDPkAS8OxKCJCEUa2a6bcDNLjRv7Wi5jBKYAKWa6pHALOAWqt5Rsg560qPeR7wxbcbVIFxt05Y7xjcMcY+Y9czhiFjHIAhAWeLgHljKwTaQdUlBwBNYNMDIecooC8wKIgVZADQ1LoPA/u9aI6rQRjrNjCaRu39sgD10KgGTW10YgTaRvTZWYOxPgVsOtHvN1HyBkYQ6koY9FSLkYhUf9VqoTqXRUZC4gEunozaV1mpyEGCgZEh0oxsRaPkWLms1sg+VGaiybRUsEVUgHlOGSO0nDyRrr7IPCD90C1JEWxTmpHGsci3BNiTlqSnAvizA/5S4VZXSnSOMFu28iEqiEGOE/TazQvdAt3H9tjetGZlyc2OzzcvA/Egw77oTwGEqW7bAwbPxnnpiGe07TweSHjttwfg/qcHMgaa/PvTZDfrQ9u2ePbsGa6urorW+/z8vHhq+34ZU2vyDQ/4jXk2ltR7O3tW3PfT99WvDkzf9/0wbbUfU5MFAQeZggFT+/uLX/wiYoy4vb0tJdu7risFekz+sVqtjiz9pvfVW+jZuBtwtIDEQL+taAAH6Y6XMXn9tfXTrsECPnttHMfizOIlNxZ4TKtYnkpo9GM7XYWZjrd/3W97akymwNfLrfx2nrWeVuL0+/k5Yc+ZzQ3/z79mzc87P6d80OefyVPSp09qn3MQzuhG0dayaqKzgmPl24wbByggVLoMp3IIlbc6II4CFEy/LNAmOOAZEBWMF61RZgDywUGQyn4hxEMiJiT5DHSQtVgAUPrLUhCHlJUXllnsA7OCkJRZGO2KsZoTnl4QvvpuxDtPIi5XAWcLAa79KE4bnEVTG+qAugpoGkLdRAEzpg7IGXUd0LYB+yxVK4dBnWSiOsEwA6RfFNCBSP5DTvvLrAylbOPwVlkBGJMmg0oEg1YlIxQIIciHnFk1VhGYN4R3nlUIlNE0hHCXkDmVvvYjcDOKE0nXM1azgOWM0FYkGvVssgtGFRms180I6lKiTL462zRahRTM2O0YI8uKBGmV0lgxZgQMI9D3hF1HmDW6cpIZVAFNI24mOcmVZxIP8XEk7CBzbzsAszqjrYCmYjRqr5kUg8bIAEtxG2hQyQkKlrVQFWc0IWBUuQ+yXHDgjAqMSOJAI8A4I4JlJYXNEUh+mud2uQZkZGIA4j6TmRBj0KRLoN934KNEKQlGk5rAU4y6AqXWlyRsvXxIKRkP6ROygm2KUrJe/DLV3pA0KBH/ewssOcs2Au7/H3+MPLbH9v/3ZsDGdKTWpiyoB9BTuYkHAv5Lfrq07vc5pe32YNRv47W40z4AH3cx8X22/bze2iQG8/kc19fX+PKXv4ynT5/i8vISy+USpKtf3h7Q68MNhHum1WQMXl9uTKNfCZiCu1OveW2+vwf2u4FXz/AakPU+1rZaMZvN8O677wIQvfvr16+P2GLTYHu3Ekuu9GMGHDOzdq220mD99cm+trriPa/tfV9cyIIeG0tz6/EstC+2E0JA13Xlvtg/s+azQMSPnbcT9HNkmig5zWP4pCDT//TbWp+9rn46N3e73VFQ64MSu29+/nsN+hR4+7llx7Hz+hUYmx82r38YFhz4nIPw7ahL7hDwmjgjMYnX8DhKcRD9lhaNs3znyzK/lBkXtz1GYtHWWnysnDhqAuqoFm/6XlLwEkm8t2EL9tkSQRmcR0j6pbKbMaBWsjErD0kqM0lgLfuu5yZCYH2fxHowZ+n/rMl471nAl98J+OrbEWdzoK0zYmSMKWDoE1JSoMOAIdEYA+pa5AqA2MlFYtRByqPneUBOGcMgRWPaKNR7pgwE0Z3HEBEjZHUgSJBApquCjF8IosyJJL+nLAAvkrDM3SDJg90+YxwS5rMAiqp7UScYMjCvevSzVUAVK5wtgbM58G1mEBJSZORR+ny3DdjuRVN+uYy4nANtpSAWjCaobttOBUK/k+I4FCUhtGZh1iMDTWS0tYxFN1giI2M1F5tCChJI3N5LYZ+2luP3HTBbiEyl7hh3D0CgjFktEpiuBzYDkLcyxvOasWiAWbQPH5mTbQOMnJCSJL1qygFIV0TSKEx4VWWESAgZIB6wg/SzYkYNKZAzgnVVQEDtOOoqDsTzm5SVzlmkWZEYaczINAIUkVikJrXKRDKrNzsFXXmSMQNzqSwryZSSh2GAne3ZUceiOrC6vURh2IdBoyYGZVn+qQMhUkYMAVWU6qSj5lqA1Nv+sT22N6wZAPPssX3ZGyDwAGUKwqb7eDbXg+lppb4pOLdjngIXAAowmYJaO4Ydz3ste3Drdb9t2+Ldd9/Fe++9h/fee68k+Zklokk2pomT3s/cy0yMdV4sFoXxtTLqHhD57b2G2wMsz3zaNfsAxUrQGyA1TfYUcHowHIJUvzSph0k2gINsxJxKdrtdKUW/Wq2OpDym67YxDyEUJt1XxTSm3pIzLZnSgoblclkAfkqp+GlbgqQlb65WK1RVVYrymC/7MAzYbDa4v78v5zCXFz+32rY9kpp4bbcFIP5e2HV6W0IPlP3Y+iDV7pdPEjYZiE/inMpTvKuQDxKnAcGU0fdz0wdcdj9tH9vGpEl+BcHalN3/tPZDfYX94i/+Ir75zW/i7OwMb731Fv70n/7T+J//838ebfMzP/MzR5E3EeH3/J7fc7RN13X4uZ/7OTx9+hTL5RJ/6k/9KfzGb/zGD9MVAMDIARkRmSI4VuAQQRREA82ia44hIIaoJeKBQAFEwmsnBoZ8KC+fFAAJ26sfTpV4JRMIkQLqqkJbR7FHjMIQNkGkDhUyAifMI7CsgApJWDs5nPhyB+XUKegxCRUJWGyrgDYGNCGgrQLmVVA2U7Zfzgm/9xtzfPMnWvzkFyOengHzRm5iv8+4vemx1YqTYwcMPaHrgKqOqJsasaqV7QTSmJB0MkcAdchYzAirpbCYu16K0/R7YNgzdlug7zOGnjH0YtmXEkR7nbIw9kpkZrXJC6odj0FKzzct4WwJLFpxT3nYMl7eZtzcjri9S7i7H7FZj9hsRux2I7p9Qh4labBtIi7Oarz7douvv9fi2ZMGq1WF2TzgYgWcLRihytgNGR/dJnx4w3i9ztj0hAEVtoOUf+csjOqsglQ23ROGXUDX11LMKQPDyBgHoGkEuI6J0A0Buz5g3wf0vYDluiEs5gBYthmzsOBplPyBppXy81HrrdcViQWiSM+xGwh324BX64ibbYV9ihhh+QWyYhGjuMiESgKoqhJJS6Ny6zwCGICYGfPAmAVJHgYDNSCBHw6VWk2IEiigruqiw8wsycCysqNLomofCGhhnyyyF6uUOSYpgpUZmk8QECjK/GaZ79ZCiFr8SYOuQOgTkCmCYkBQyxZilZhoNBL0WoTdH1HXFWq1Jq0D0P5wpMNj+/9oe9O+mzzr57XPHkT7Snt+uR84XdbeL/0bcPNaaJNueHAwtUe0bQzceODnQap/zfaz4/lz2PbL5RLf/OY38Tt/5+/E17/+9aL9DiEceTsbuDTbPWNnTUphenADWnati8WiJHHu93tst9vinLLZbApwNmBq7KyxvgYOT2noDXCenZ2Vsu3r9RqvX7/G69evcXNzg9vbW9zf3+P+/h6bzabY9hmAv7i4wHvvvYevfe1rePbsWSngY8mZlnj46tUrPH/+vFgbMh/K1htgNJDfdV1ZUTHAacDeJ/GaRtyunZkxm82K84mNpbHgxuIbGLdgx+vCDZDf3d0Vn3Cbz35++Dlhv1vQZffRAgfP5Ntz4RlrH1zaPffBqM0P+9uO7WVK/l7ba361ADisitjvPpCzBFpzEPKBgA9mvdTLrsfGYCrZ+c3aD8WE/4f/8B/wsz/7s/jmN7+JcRzx1//6X8dP/dRP4Vd/9VdLtjAA/PE//sfxy7/8y+VvrwMDgL/8l/8y/tW/+lf4p//0n+L6+hq/8Au/gD/5J/8kvvWtb/1QVH4GkDWrKxNBtMbyRV7HoMVKlHWGWp2hEK6wqnycSZfsD1IQ06kKH27HkARFSfYLiMhgDsUJJQfVQSvwCcRqSyiiGClXLwx80Mo3FjxVRKiJMLCy8UxaeEXO3VTA7/xawFffrnFxVqOpCZwkWZGz+F2PA2mgoVdNQGyAWIs0xuzgcs4AB5F8VAEjJ9S1aWGksMx6TBgGKYVeVQQmwtDLNcZI4Aqo9Bikodwowo9yTQ1YWNogICuQ2ONhRQAHdF3E6/uM8XXGcg6cLcSTOyWg1SqgUa0nmUXa0LYRTy6AcWDUgXDHwL4bUDeEupaAoB+A2z3QjQHLIWO1kPEFibd8JNKgR29WjtiPci+JEohFgz0ktbrUKqrDmNENGQI2D8mYYo1o80iKDoFFIlJFkZrs+oCRGRmEeSNMfz8IK70fFHNCtg+6fJKzaNLHTEUvrpehchIB1zLbCIiMmhhNIKQgriuBQsnBTDqHbZkkZ0YaRtFm67GzWOujigKmOctzUnTbkIRmsfY8uAQxUFaLRLoeynMC0jwLfQ/aD4ryYRWDFI6iihFyRlWJDSOzlq7PCRUIDRE6XZGpdN6l6pEKf2xv4HeTA+HT14yFtWbsmt/WAw/PgH+SnGK6LO8TNP0+0+NMj2HH8cf32mLPSBoYq6oKP/mTP4kvfelLRfedUip6eK+39n008A0c7OmmFn7MfKSjHscR9/f3BRR6Rtn65a3z/DVOgZEHXTYe5+fnYJaiRre3t3j+/HnxMTdgl1I6Ssiz885mM1xdXRXXmtvb21L8xsbEnFTMgnG1Wh0FBT5Z18CfB+g2VnYOH6T1fV/OAxz86acJk57Rr+u6+JRbMq1ZaE518lM5j6+2OmW2/Xy3fe3f1EZzyl7bvr6AkT0jfg6dynuw6/Fz2t/7qYTLH9fPE7tWn2Qp0t366Fh+RcakKNN595u1HwqE/5t/82+O/v7lX/5lvPXWW/jWt76F3//7f395vW1bvPPOOyePcXd3h7//9/8+/tE/+kf4o3/0jwIA/vE//sf40pe+hH//7/89/tgf+2OfuT9WJbHoW9lggsoltFhJUDhtpdwBB8IzI1uyGokUgujge5zBqokGoGyhgfUDLFHtq+p/TeIijLoBGMJgDwz44Bkuhy1SmQw5Rw4Eymr1F0SG8ePvVrhciv80mND1wK5jXcEnIAk9KuCHlH0OqGopZJOTAE2RAwRQCIgkyZlqcwEGMJ8H7PcJ+0EcUxIL8JZiO+IAI4lxKoVg1VETI5kLB0SPXEMlKqSJehUQFvLCMDLWe8Z2mySIGDUqzsKmp0So63zkoBEDsJgTLs8i8pgxDhH7PkkyYmBwlIBoPwDbQcY6MWPWAAZfm2irJCLZSMzAAPRJdOQgLsmQMYilYsoAJ0I/CjCXao0yXnW0eyBa8bbVFRWdNm3F6EbRdMtYHhhcZqBPktvARKizSGaqSubBmMT6MamffFS/emTAfcZJHgJQJEZjAHqygMyeEV3l0bnJEJ98QnlD548mAZPObvfMcBlGS4CW2V0+wpgByqBQAUHANCABMqkcy/ahcAhuCTLHIiCuKqRyKE5yr8CICEWmFYkhOvdHd5TH9uZ9N1mbJmzZa1N3CABH23jGD8CRRGS6hO/3mYIb//eUVZwGCB6I2/4e/HlNuh0vxojlcomvfOUrpUw6gKOk1FMBhYFWA9jT0uIGlKZ9NdbXA0djXqdyFJMqnJJDAMeuJBZoGCgehgHb7Rbr9fpjTKuxrdPVgBgjFosFLi4uCoDtuq5ci0kcvEd8zrlo4Q142/Xb9tOCRV4e5CUg3rLSB3x238dxxGw2K3MLQEl69WDVxgVAYemt/xbk+JWFqeOIB8d2TPvpWXLPgvtmf0/97E/N+emz4AMyf01TQO5Xnfx+U7mMNbu2qUTm1DX6ZNjP0v4facLv7u4AAFdXV0ev/8qv/AreeustXF5e4g/8gT+Av/23/zbeeustAMC3vvUtDMOAn/qpnyrbf+ELX8A3vvEN/Of//J9/OBCuyWkgKn7JQQH4kLQka0qaHKYAJiXBFCQa7qzJnEo+KmgWxjzpe5GlJAgxYxAyuYAhVuZczVYQIbZwo9DZBx0s3PmgWmlL7hRIrIwnqyYWwmSDcDYnvH1BeOcyIKcR2/WAMWly4C6BSQoMxRgQKCMrAK9mAU+uZ4gqf0hSaQghEJhU14aEhhKGLD7hYAAzoJsx+p6xHzJ2HWPZEijiwPZDApgQJWkuRnGg4SQgXc1CBKgSQBQ12geqNqOqM5omICPju+8D623Guhdvb3FRyZi1hFmTUbUV6pokWRFZgPgsA2di2bjeEYZxLKscoQLmM9HGb4aAu13AxTwgnOs9y0BFFjwpwEuMhy6jmWVlaVnlQgJEhyT71lmSWgkabCVgUUEYbAirXQ8ZjRY86pkwaxP6JA4+XQKGDDQxiWd7rV68I7BPYj3YVBmsspg+iWxjSDL/6ioggMDjAXRHo8hhCa0ZTQb2sPDPwK5psxVOc9YKm/KaAe/MQD8Oam0Z9TV5bpgIrEbjlmgZQwATIXMCWDIhKB6Wt8ESAMYqIjAjpxFpTCpZCkjjACYUdtsKQbEGBlXUfA4WORdRBiGBM0kJ0sf22Cbtt/q7yYMsb6/nv+y9JZ6vZGj7Tb/kpxraqbbVJ5/ZNh4kAscyFzuP/Zyy4b4PHoQayDPQeX19jadPnxbNtgFCn+zni98YAH/27NnJAju+v1YZ0ljIxWJRpBfGKM/n84/117PinoGdbmP9sXHzyYiA+ICbB7gx4cMwFItCY7mNlQ4hYD6f4/LyEsxcqmhaM5mFaeTX63UB/lNm1c8Fsxa0MbKfvuS8+ar7+dW2bdneJ1zacX2ipl2fSUdyzsWz3M7j5Rpe8mPXRnRIrJ1KmnwOwDQ5ePrc2JybAmhj/O3Ydt8NGNucm+ZGGNvu++LnjAVvXgZlz5Qx/adci2w8/LN2KrD4tPa/DcKZGT//8z+P3/f7fh++8Y1vlNf/xJ/4E/jzf/7P4ytf+Qq+/e1v42/8jb+BP/yH/zC+9a1voW1bfPjhh2iaplTHsvb222/jww8/PHku0zpZu7+/BwDUUdjKlI9t/Mak1SCTRuxQB4hKmOIQhAUec0YEGX5RxpbQD1oNkkQGwZkBBZsViS7WxCpBl9mRlRFUWUEIyoCzyEAK2w5xOgEEcGQmgA+MoFXCjGbXB2BWA2czwnoNUEgYx4xetdlggCKBgtCu83lEO4tYntU4u6ixWFbgcUBWttyuNdajgPYAEAcERJCCK86M5SJo4h7hYZOx6zNiJWC7Vkq1qQy8EYZRfKsBBXlBqkM2MWMYGUMLzBY1MgJqZMQqYbUK+OqXxJnl+euMF68ZH9wyNvuE80XC2UI06u2Q0LZAVQMhZKRBrruuCeeLgK8+rfHBHbDZZ+wHxr4Xiz4ERl0nhMB4tQtYd4yzhrFqgNUMJSmVssReDxug4YCqsv2hyx7yb0jAtkOhuPss7P0mE9oqYFYD8yZjvSPMs7iezFsJDGY1o+tFsrIdCfsRmFdyb+sA7HpCN4iFY2It4pOFgU8Z6BnIiTAwoSJJ3OUssqbIQKX/QJJIuh9FyiL2lCKNGfKB4T48yAbK1dJQXyZdp2HWKpkkyb0g8WGXOFZWWFLOqGKFPKqzCQVgTOCqEllJZvA4om5qpDSCs1a3hbDaxeWEAmKsUGh+Zc+TynIsBdgcVSy4fmyPzbc34rtJ2ULPxhrQMQBjbSoj8UyaZ51tqX26JD9lKKfMt1/qN7DgAbc/h5eZ+D55Ntu7Q1ji5MPDQwFnxp56wEUkJeqNKTb/8FOezl7v7plqc/tYLpcwOYVVqTTgaNdkCaEmTfCSlhBC0aPbvfBVLauqwsXFRUlMfPHiBV68eIGXL19iu91itVphtVrh7OwMs9msSDhijEfnOzs7w7vvvotXr15hu92WuWLjYeDdtPKz2Qzz+bz0xXTyzIyHh4fCvhujbPfM5oHZFgIHycp2uy1BxXw+x2azwXw+PyrI0zRNSfA01t108h502+qDreRM//kkSPvd/jYga/kAU/27Z649q20Aeyqnsu18AODnrJ/7lsxp4z4MQ0nuZeYSVNmc9c+PnceePxtrm9s2Vva6X4X4rO1/G4T/pb/0l/Bf/+t/xX/6T//p6PW/8Bf+Qvn9G9/4Bn737/7d+MpXvoJ//a//Nf7sn/2zn3i86fKYb7/4i7+Iv/W3/tbH93EL4cI4q+tJkg87yqLzKINpCnGVXeQs7K2x3FIiW4rFEImjyaiJgVGX+0WmoMt+EK20lXcPMH9qoGhoFcwFKIvIbllfE+FMlhIIYPVjdheJGATwpkGEwcMoBGDOWphQgT5IQNn5ZY3lWYXZLIBTxthLIh2rFCJSRAzCMBJxAXMyTHKcqgJmDQEcACbcPYgdYEhAigBXwv4zi/wABIwpFG2BsPNAigLSOAMUhUJmTqgCo64imobw9CqgrhPaJuF77w9YbxnDAOz2hH3PuDgjjAlS1CeKdSRB7BtBhLMFYUwVAuSDYNcnDOoQEwCEyGibjP1e7CzXO8Z5h+IpDhZbx24Ack+ostzvYdTkUpLxJ5hOW352A5Wfm16qr56NhNVM/NZJwbTpvCWwYhALIw6WcWyiuKFkCNDPEMvFoKssIQjjn0jAKAMIiADELzuBRLqSMzIkAbVPQJcUvOu8CxCNvxSNUmYMh1hDEkFV2xaC8ucS5AGHL8PMLAEwF6UKqlqrX4LBOYNCRB1EhpJyUgvDQWwIWSReIcQy1+V5zEBNCEVAJg8Jm/SGDxg/2sOWHlH4Yztub8J3E/BxdtnAiv+y91/0vk2tzkzb67Wq3mXF64W93nW6BD/VvtqxpjKUKVvul+enshEDswZwvFWbDwKqqsL19TXOzs4KG2ygz9732ugpCLNzm22h9fnu7u7ovAbgfb+n4+IlBdNAyRjxtm3x9OnTAmJzPlSNNDbepCc+aPD3Yblclt+NxTVZjI1927bleJvNBsvlshTUAVCY6K7ryjX5YjIGzP0qh0leDPSbzeB8Pj8KkOwe+qDO33tL4vT33bP1U196uy4f3PnXPHvuz2PN/2333gI/07t7dtsHI9YX79YCHAJi65PNL99nHwzatfk++Xk1bdM8if9XNeHWfu7nfg7/8l/+S/zH//gf8d57733qtu+++y6+8pWv4Nd+7dcAAO+88w76vsfNzc0R4/D8+XP83t/7e08e46/+1b+Kn//5ny9/39/f40tf+pIA2vLPovqDvIQCgUmBIQQ0iDcJF+YZMI23PuSQMvOBRNMMlZlomllhvY8OgMOBiCYvczk9CjB3H3Z+W9Orlw9WCM6ozAWCszD/6aAHFqZQvK5jFbA4qzBbVKiroIVVxE87pVyAFkgY8BDkGoeclSnXYwYJTqoaaDJhbMRLPPcZOUvyaCCgSkCFg02ccf3Mh4BoCIx2YAHMUSQvOWZwpSxujJjPRYdABOz3CR+MSZj+LReLw5QIYy16eGYBptbnuiZcLAPGLJ7tXU/Y9hmjaroDqe82iUwoj0DeiTtJFVRaw8CQSSp9jlJMZ99rBc6od0lXWpKeV8qvEzr1vRz09ajjmjMhZpMCyTb2bOYMmIMwVaQJrKyBmVTMrJSEj/pvFGWH+uBD5yOVvAJJ4hQGvc/AwPIv8WFu6pTU/1OZoCbXCiEIULb5LKIRCTbpMOmlwqZ5rBtLoXOIJTyOOjcNQXMWKt6eByKbg4enIBvgoUNCtXWcbYUoBMQopYdKVvBje2x4k76bjmUjwOHL2ut+rU1B+SnACxzLNXyCmT/fJzUPQP22pwKBU+Bo2j/rg5eUeK2sSRMMQJlTiDG8xooaSPUgxn6f6ri9bMR0yVaS3ZL5bBsDY1776++Jnd8cQ2x8DWyZ3t1AqjH83n4SwMdkHz4PwFxXDCAb4+wlDn78zdLQKlYaePfe6gAK+z+1UPTA0sYHOOQYeN22jZFPhjWA75uXfljgZMex+2YByHQOeebcX4f98+eY6rin5zfgPJ3Pfvvpc+EZdN8/L0Xx4+aP649/qvn37LjTe/JZ2g8FwpkZP/dzP4d//s//OX7lV34FX/va137TfV69eoXvf//7xdT+d/2u34W6rvHv/t2/w0//9E8DAD744AP89//+3/F3/s7fOXkM0159vD9Zv/TlX1avYzCKf3W2L+msxXcCK6wQ0FGK9JAu1ZHIA0Tzqn7XNtYFYChAMFrbDmFL61BWG6pbh0lN9PfClksj3TZlK7ACZQqlamEbRbpAJCC4AGZlonMCqjpgsaxw8aRB08iEGzqxkBt7XRYNhKoSpxIBXASwlHMfkxUnUmAUAmJkxIrR1IS2ER/xnhljEuBdJcNAWqCIoBp7ICVGNzByYrSRpQAQCxOaawY3oYDwupbfqwg5R5/x4nXGZqsVNgGkIWLRCmNMgFReJ2GpYw2sFoSUJem07xn7XhlUZeU5Z8Qo0VPKhIcB2HSiL48EUGCMzGigQHYE1p2w1HVtoJ8LAIeCzNGYaCYZQ5aVFJPrhFHA+JioJPUa5hwzFEgSZjoxKDA4MbpEUp2USNlwRsiaRApxAyLmEliCBOsOSY5rAHxgXS0iqziJ0gFxApL5ZlUpDZDrVFfwfvzFLQCcDkEnEZJJvyxAYPMUV1kJJGgpnkMOiEQ9VsqyYkO6GpSZD/fH9g8o1TMlNH5MzHxsb953k2fepl/yUzbNgxUvv5h+yXvG0utd/TbT4wL4GJiYAospQ35qu1OMtIE4S8b0SYselFnC4/X1NZqmKbIcK2jjAaG3cwRwZFdoY2f/rKx827YFHBrw9Ky677f1z8BwXddFTmQ2fnYv5vP5ESA3qc2rV6+KbZ+xu1aExwcnFnwsl8syNlZW3gM+uy5js63ipu+/B/zjOB5JcEzvPg2A/L2b3hf73Rfi8fPS5q9JX/wYTjXfnpk+Nf+m4Nsz53acafNBnx8HP69OBZV+H/vbg/3pio/v43Tee+36NEfD5qxfgZp63X/W9kOB8J/92Z/FP/kn/wT/4l/8C5ydnRWd3MXFBebzOdbrNf7m3/yb+HN/7s/h3XffxXe+8x38tb/21/D06VP8mT/zZ8q2f/Ev/kX8wi/8Aq6vr3F1dYW/8lf+Cn7H7/gdJSP9MzcWZtdWpFm1paRl0RMDWcTaiKbPZqjoljCrSJMkDwxmo/IM8wuPxvKyMo7ZmHPHYhswKVIBD0YkCXCEspqsEF5LkNtBcmaEIEws6bkDAW2QxL9lI2XdMboMdg7oEyNUhLPLCl/52hKhlsTGNGSkPmHsRqQkAL5pIPZutU6sJKAHCEjDiJSyKmkCQmBlKkVS0URgrMSlI2VgRESfGRgZNTOqStjmEA7SBxqA/S5jk0SS0fcjhjFh3gbMZ6zMsBY/CAL0ry4r8JjQRsaHrxJe3AG7G0g1zDmwbIUNr1TCUdUGKIFlC4RMCJmw3lUYhrHcnyGJdKiqxTsbAO7WAmgDxE4RUVjhYQS2vTDcQ2bMgzwoNi+IoKslonsv7Lb+6xIBva4UBKDLVLTdmbQKaZA5lTKw6QU8W6n5igh7AH2OqKPcA2RSBlzmjCRCSlJpAIE4SDBAQCJxtBG3Hd2HGaMmPAJqXWgsuk7jzBljbxWj9MtZV5CifhFkyO9jMJ9dRs7p4CmuH2pjIuz6EaSFdQKscufh2YWuYCGGUlWT9PiZCYM8wAgNgSgrQy/2iBVFZGLRoT+2H/n2xn034cDK+WV5L1ewbax5GYjpT72XtzGBdhyfKHYK/Pp+TBlKLzeYgqEpGzllk+3cJqUwFtizwwa0q6rCkydP8OM//uNHRWHMOcSSU+0YXlphxzKpiR9TA57WD2N0bXx8uXXgWDNsx93tdnh4eCh9t6qWJnUxlj+EUKQpXpbw+vVrvHjxAl3XYblcFtDux8XGdTab4eLiAsxcPMb9OPnAAgAeHh5KP31g0vc99vt9AeMmFfEBj2emp83K1BuA9w4nfn8DnbvdrvRpCsS9B/004Ju6ufg2lXf558PfYw+2vcTGM90GfqerCx4MT5ORLYixZkz9tL8mbfGyKDumBWDz+fyIZbeVmP/XQPjf+3t/DwDwB//gHzx6/Zd/+ZfxMz/zM4gx4r/9t/+Gf/gP/yFub2/x7rvv4g/9oT+Ef/bP/hnOzs7K9n/37/5dVFWFn/7pn8Zut8Mf+SN/BP/gH/yDH5rGz/7ekhRFGXPCmKXcOJgRSdwkAgEjDrISce8Q2YAxfqK3FtcGFnwpRSyV+SQSXXK7mGPo7YNBKwDaRCNhgSuVJESjvlUyQkI+YxQjCb15QBsDxmEAq4i8DgENMloCmkCoYgSrzzhSBg8ZOY9ACHj6tMWTJxWQRuxHSRZIgxTWSX1GThl1DdRNRN1Gcb8YRnCS93JSfVqQ6oyjjQcJl095RFUD1QBUUYB41w0YekJTiwVfOzJmswrB5DyRQC2QesZmK/+2HePpEHC+YIx9BicGc0Q7kwTQQIS2IVxfVwgBmDVAXWd8//mIlxtgMxAu54TzVUALBvUZIUlRGgoC9GYNcHkW8JUMfPcVYzdkKUSjNoBVYDRREiXpLGCnRRqDVtRkAPsErAcBzU0UrfiYSryEzCJrGZJYRHa9OOCQ3v89AEZAzYyRGDuNBbIB8SyuLPqRg8zALgXMIqOOjDZkZKokQGSRH/VZEo4piKYcrKw8SXIwISPEUIrbZBz03rkkDB+emVQ+8PR50DeyXqU54IjoQ3TgtkojS8kjOIiESAl0Adr6LIIZ4zCWwCJQwJhHDWLEzQexQowVQogIMaCta1BKAFuRK1adTIUYMirKYF36HpKsMTE/MuGP7c37bvLAY6q3nTo3TAGTl7AAB9bZAOtUg2vNWFcDt3ZOD24MuE6X8T2LaOcxYFFV1VHFQNPhGkj1FSxN827nefvtt3F9fY2UEjabzVE5d2OuLQnQnFCMHTegaddv1zNlP81mz8CWFfHxpdctedIDXdNa+2I/+/2+FLnJOWOxWBRA17Ytnj17VkB10zT4wQ9+gNvbW3Rdh9VqhfPz86MEPuAgIbKKmXZNlmRr12nBhCV12jV5iYMBSH9fDPB6tta28/fN5po1k+TY7368ffBoiYw2Bv49r/H+JNbYz/FTOvHpnLdg1AN+v63XivufXqozlaT4vpgUairn8kDbB2AWHNp1+cJFFswAKPIn7xjzWdoPLUf5tDafz/Fv/+2//U2PM5vN8Eu/9Ev4pV/6pR/m9J/QH2EEmVmdOrQgj4EiVglC0XMLkAmRlXUThpkhyY08CpsrJyj4G8qzCzjvek0wywdpOKH0IxLpebWRgC4y6QAg+Y52aBIAozmWwg4HRkVAW4msIQaVjKSsxVWEfb94UuHsrELdEIYxoeuTlHLXqo9jL8mXbRu0ZD1j7DWhh002IPltFiRQFteZnEQaYeNUaZLhmBlhlCqKHRPSCOQKiFVGBUJUnbjIWMQPPGWgHzNuHxg5EZImcZJJfyq1OqwE6C/mhOE8Yj8S7jYZDzvGphPJTgbjfE5ALasPsRdfbHWXRAiE8yXh3RRxtyPc7cXdJWlyagCDK5ZiSkHAqjyE0EBHpTqBFGCyzgUNzpLcz6zVQZNKJ4gB/r/be7dQ27bsLPhrfYw511p7n0tVpZKcc3IpCkFEEwosURPwQsDCglIhL9Gn8kXIg0JBXgQfKo9BME9RBPFBQShfjC+KEjGJShBCrIcyihQkmoqk/iKVOrUva605x+i9/Q+tfb232Vefe+9TsfbZ65zRDvusteYcl34bc37t619rLflOQeFuhtRdDcvcY3KYUlDXaVFBhuKoCk2srGrzUvxaJhlR35HRCuZXwKVAgkmLZz/xgFKF73QATEFYHVfhAvdnx9c83/ZHC0UU09Q2bYSOI6xxCjtmnqwSpvoclFIgurpDa89oovzFLyYuJpldi868+7ZjZbsEu6TIa4HOCrhcSWEM/EmDN/tQ26v53XTK8kUWe3QM2bgIciNzHoFOf+3IFkbWL4LVCF5oPVDpgVr/XmSimYGE4D7eN6WE7/me76lZRijlYD+ox44suIhViewdg9iWOBZRohKLwURZBwFRBEoEk2Tm6Ti8++67J2w+x4H95L+HDx9WRv/Ro0cnKQxVW/l4ACcODx0vFv558uQJrq+vT/TQIlLZdALzuEMSd0BGbDLP6aUfbEsPJNnP6Nj1YJgWGfmUUu0v3+PxvYa9Z5gj287X43NxTmIVn5sIluMa7p8pOnBsX3+/Hnz3659rK16Tv9OB4jM7cnxfxP5QecLfbyvKHMfi2lOtGRsqmABqtT6FMZETFDLZgcbkGUAv1EULP3Aa4KjZlBVYDgvQ4j1DAJlWXXdtg7QteAsKRQXjhpcI+LWmfkuAM8qCi9kqLiaxtuXs204imPcJb35kj4sLWzTHY8bx1oI319XSBuZVsZst08s8JZTC7BWsHCkWiFmAjPZhkdeCvFKuImAQXnIZRkqWq3pZDQjmVTHvFBfe7xmopdYv9uIssOLmVitIg1Duo8h7xX4mADZH6GIneO1K8OYDk93cHBTXB3hpc4FemvwowVJHEiQiWWaXj79ujkeB4OktUDRXJnafFTIF/TMMUEMIVGNwBurcq5eoT8JiOiadUN95sUJN1Hv7ulBz9Agss5dsjcBYoR7Yae2dkzlZ6p0yEO5OSBGsxapvKoNyE+UyUts+CbA4O63OnvOZgIYv6JCY0Na0ODj3VzkGQphMvtyXbjGAnFjkyqMhpH4QeWYeD6oU/pN6W4hY/EBSttebW2A7NhPnSMFYiPr3Zpu9Yha/hHvwPTomgoH4XtTwjjS0/TVub2+H7B/fj/KT/rj++BEYjkCcTDO385l1g2zzxz72sRN2O4JwglgC3JjSMYIrgrXYlliSnBaPJ4CNuawZDArgpNR6vBYZ5ggsAdP9U38eZSOxkibZd+anH2mMee7l5SU++tGPVseARY14LIE0wXQElnEueoAfHb2449KzzaOxi7EL8VpxzMm+j3TXXAOxnXHeokQjAuYegPfrbeSIxXOetVbZlgjCe8eC7ewdDD5jUfYychro4PUAPd7jeXavQbh/TAEUlohpR23C7YBa+t2318EPHjXgrmrgWaCYAMg0wYv8GWhXToazDTBA44UwiVcg4trcyYqVsJonxArnlAJoduYRDiThkwwDbJz4hAbY9/uE/c400ElNmqAF2M2Cj7y5x4PLPcpacDxkHNaM5dYyimR3KEQE0yzYX0yYdxPWxdo/JQtys0woHvmsBvKPxyOWo2nJWbK9aII6iFXvuKSEvFiZ++uigCgeXgGXBdA9LNOImoRHrqxoT84FT24UtwfF7dEA3LIADy4V+SJhlw0IrwuQFyCp4rULk0M8mRWPbxTvXhcrfLMAyyVQLgUXCRAYsJsmYHcBPHyQTIYzTbg+CB49JUOtuFmABxOZH3jJec8ssgoOKyBSMO2Ss9xObYulADSJBvD4SDbaM5hoqmLs5EDSAgy1OoQiceEoEJzJVW2sj2vB5WyAM01AcV0UUxaWbMdnFN8BoDfR1l6dq+pGuvzKVjS74+DZ51QS0pRQ1uzr2h4GLUDhrkVWzJNLSgDrR0ZN0zklYJap7h4gWerDBMU075DmyTLIaAGSQIqiFIsXuJySPxvcgs4QSRAUd2wnIE3W96JY102OstmrbT1QiHIUoAHpCIqjhCCCwsj69Tppnle/RwJIisfE9sQiNj0Y6hncHvQwKJJglYBxnmd87GMfw4MHD6r8hFIPsrBsZ8xHHUF8z24T8DDXdmxzHMM4HgTiHCfqvRl8SSkLx+fx48cn+bxLKbUYEHOGi0gF96qmCVa1ojzX19dVy02deD8fTPn38OHDKpW5vb3Fo0eP6tjc3t7i4cOHJ04IgDs7CCPNNWUW1HNHkBzjBmi93j+uwZ6tjhKoqLGPOxIjRzPuwIxAd+9IRBDdM91xnfRSErYlti06FpE9j/eiY0GHkOdy3VE6xRSJfG7i2NFGBX2eZ/cahJtVHhN5yRZcWArmaaoZGwh8W/l6A3oTCK7tsGkiYAmsm5+XnA0UAJIU0yQ1OxqrvpOU2+8NLOdsqf+KWMVF584tq4W3PsHw2My7SsuIIROw2yummcypMc7TBOz3gquHwLoeccwFy6I4HgsOB2fsWVJ9Bt54bcZ+b6+bisariyZAPIXjshYcF8GyKJZjwXK0XNc5Gyu+ZithX7I/LMWlKqqub1Z8+0nGYRFcXggeXJrzkDzK1D60gYu9Zcw4LMDNtwuO64TvuVW8fiV4cCm4uLBxzcUqRh5uDdxeeUUanQoWAb59bUVx3t0B3/ua4vVLuFzG83zPgCTBflZ89DXgh48TjseCd68LbhbF9UKJiDHyyRfBmoElWwaYeRYcV4V66XTmUs/qqRBX01BXBl6aXnxSVttEddyKqrHgYrsugNY1VQG6r6fFNDIty44z7KotONSuoHXtaeHaYsxDAglwHgcgAPH2BBV6napY8+ptcwZcyT5b4KVAseaMWZ3dEa+DBcU8TUhpwvG4GpiXBPUgUC0rJi2QbA+MDYVC1crb226Bt9LjESYBSslYssl2pskcZTrOCB/Ym232Khq/yAnc+sqGPfgB7oIPgkpaZBUjc0egx/OjjAFAzSQSmb3ItkZAE8Fwz1Az+DCCHerALy4u8PDhQyzLUv/FokYERbvdDm+88UYNLmSbCITYt6ghJ+McZSTxJ4FszO4BWOrI4/FYCwZRLsJ+XlxcnADvP/iDP8C6rri5ucHDhw8rgI+sP6UkdCToJDx58gRPnz7Fo0eP8JGPfAQPHjyoum6y/tM01bSN3/d934fD4VDbSOlO3A2JMhIy+9Rz98GYMfc61wiZaM5R75BFGUpcW3EN0xHi+PYSlH4t99KQ3mHqgXm85+gYACfBmbx2BNVAk+TE9UvHYZqmmv4xjk+/gxAtgu44JlEDHq/P3YwXtXsNwtX31YsWlDX71r4iq5WaJ9AQmARl4iulQMW0xSIVpdSqlqyUSR5RXI5gE6BGH/uvxQEp78OUfQRcBlgBEnYJBv6hTT7BHM25aC33Pk+CefYgR2jNM70WA6kFguNacMyKXCaTnywGXEWdvRBgfyXY7ywPRl7hafLUUhUmo8LXVXE4ZCwrsBwVx9uM46GYpjwXLIvpqdeSrIqj5ypXB36O0bCswOMC3CyK22PGw6tkevYJ9D/MgXBt+rIAT24ytCRcHwSvXQIPLx28+m7GYbVc506a4nIWvH6pSIsVpLlegW88UdyuwGsXgqudFeHJ2bKEiFh1yTcuBe+8MSEp8M2iuD5aqfjseatnd6qOWbGGPOyl2Hoi4J0TnDG36pXcZfEpNaCr6lIpd3xcNrJ6lhTTgjt4h82XuD5JRH2HxkB+SnYMNeC+FCsTnJUcuoF/EalxEa3dCPx3czNbwkAD74bs23MDhe8ACID2BVxyxm6eTtJpzjCHTsSkJtM82Rikqe72oPgXrWvqAeDqsgWTpuTelzP+c0qYxPJgWiEgwe7BhTsMJnfZ0oRv9ipav2Ud9bb91nkE4M9iDiMj3TOGND6jwF1tag+4+N5o6zy2K0oPKGnpM1AQwBAcxdSCBK0xIwjlLJSJcIzISBJAxbzczKjCv6PkpAffPbgjSI/Bl5SlRHkHgyqZrzsC8aurqxOng85AZFR5DDXp7777Lo7HI66uriqTHqs3AsbQf+xjHwMAfPvb3679I+tKp4SVJnswy/mMFTb77Dv9sXE+o447HtuvG/Yzzle8Zlz7/dqLa+ycPCsC93itfp33zkGUk/RMOI+Pjgrz2veBmQwApfG43qmIji77AwAPHz4cjt/z7H6D8FJMLqGmXc7+T0sL0kwIDDbUWHC1AEdDJIZ+nAS0Y1Jybaxt2CfhRHhgH/XgMGqyFHUJiwHlJcODAK0NlgVk9vsYezz54cZGiwMmNXZQxDTnCd5WY8DhEogCwyqHg0LFmMQS0uCJA0uZUNnosqqztIr9LtX80EWLs98Zx0UNhB9WLATlqxoIVwN1VgxGHYh7/xyYr6ta2kIBbg+WzePBpdRKl8oPu2S52EtSHFfTea9ZcFwExxXYSwNXprtW5CwG9ibgcjbmN4mN9WFVfOspcFyB1y9ML76bTOeekgHNSRSv7YDXd8DNBDwtlvbQHkYAUqojsWbUzCQTGWRVSGngnHpwgnipAZAAxLGk8EvOnCvTg/sqYBl2R8nJMbDpqN2jh9bX7UOrseKl8Hp2/wTPeKJtV2b1QM3aMvHGaWPClW+R8QY8vkHqGhd4MLB4Dm8UJE32XPgzwOdImJwdiuIFmIztth2q+rePqeZsf4kVBFJ440/6YtmOkgIqySrW8r4nnP5mm70aFvOE97mR+YUef0agQ5A2klpEIACcgmUCZBrv3UtYCIDOSVD6fz2oiOw4gS3bRlBHbTrHYhS4SY01gWzOub5GdpLAmz+ZZzuC8DjWMVtHDBCMGTyY6SKmFIwSDEp0yEiTHY9VKjm+MZAzZolhqjoCdTohnKPI5lInTu05q2fGY6hzZ19j9hCuoegMjXKG83oxMHMUkBnXWQSrvNY5J4BtiGu+Xz+jtfcs0Noz4rE//TVHTmm8ftzlic/cSKbD53AUJN3r52Nf+0wuL2L3GoTn7Ox3MRC+MnOIegCbquNiqQDXJsXS1pm8oPHlBtRtCzy5TFahteoixADhPAG1+I8ay90qLwoWNaCtygqeputlsRKBmibWpTBFgCVbDmaIyV0gqBpqA8aolRtLlWooSkq1D4UgMXuRk8myq0AV65qxrgam97sWdLquBYdDwfF2xfGoOB4KDtcLjrcGkJfVfhZJWHKuYHJdWuGanE0XvqzAYQUWB6THxYDq1U6wmy3zSZSwTGIZYEouuM5iubkXwWVSL/Xu46OAel6ZKVlKRFXFLgmOE/D01kD40wNwc6FAtgwt2IsXZAJyKdgJ8NoMXM/A7xfgJts9dpM5PCUDh1WqbnxZXY/tYI9gu6gFvq5rwaLupPkqUli2jzUXZLU5XlfPWa+oIY0CRXYGuBRYlpfg3BngdKcMNocE4VldD60NhCuMkV9B54958qVJn4RuIFf7KRhnsDBEqpNWQzG1QIrpz5M1AkyaTwmN+i8iGatMwOR6PbWS9SmrVQb1PhUtKMsK0QkyuSMsycdEkUtBnixX+6Tm6C6rIi+LV/DZAPhmr6b1wJugMIKkKCPpv+AjSxet17XGa1Ai0EsL4vsRQPD3PlizD06LbG9sF+UXLBzDvhG89kAnyiFi2reY7YQabVWtLDhBKcu6E4QTGLNv7FeUY8S/mRIRQC05Tza+D66Lcp6bm5uawpAsK9+PYIsAn/Myz3PVifdFeiLo4xwxTSPBfWRce4cjAkQaxzgGpEZnrZdr8PeetabFdTJK0XkOXMe136+BHoTHdc3rPEsjzjUYLTL4o12AKIehE0JHKO6gMEc9j+Ua4tqgc8Yxi9VGAdT12L/+PLvXILwUYxQpiUiqkMnQ89HzfRff/s8C7Caxc5ghRCwfibiudZoM7GVHw2kS7JJpsK0KpP07FNSCOlktxV0pqCxfmsTxSXLwDSQpFQxpAi52JmdY1HJYiyTsZpfBSCVIcbNMeHJT8CAp9pcmF5lnC4qcygwgeSaTFSUXiMyYkLC7BB48TNhdJC9bDwuuFGC/s9LkxwW4PRTc3Cpunlg6w/W44vq6OIC2ypGHRZFRsEJ858EDP9UDTosgl9xkHMXG68k1cH0oeO3SNOLzbFIcq4kjmPjFI+bIrIviDw42PxfuQFx4YZ750h2H4jnN3UnZAbgQ4AKKx9eKJzfA9S1wWIDXLoB9siwzlxc2rpf7hDcuBa/tV1w/VeRk8z2tXrhJGXxrMpGcvUIjbEJYDbSwD7DiMrbzYmB4URsD8b9ZeIZzKjCnjYy2KndqbD1qKSGPN5zpdlap2PXp6DDQkyGX4ieJWNvh7/AYuqQE2QZ8Yfn0xRhwRUJWy5UzpVTPS+oFrWaH66oOwq2R1MCvSFCZQTmLejGfKTHoWCCJwaMFqUp3gIv9zlOAhs7zw1SBm+sbpGnCtJvrDsZmm71qFkFhBLsiciLLiBKMyGBGGUgEfQQUscIkgUeUCPRgJ0ouCACj1jsCHurGI5gnYI6AiLpoyjAIQMjaEjz2+ad3ux1ee+01XF5enmi5RaQGv1E2cn19jSdPnlQm/OnTpxVUE1j38pMILPmzf+3Jkye4vb3FgwcPKiNOi6xvlJYwiwkzqzCw8uLios5NdJDi39SJ39zcVG16zL3Ncaf2nPp5AMM+cs4ji08AHHcbRk5e/3c8h2skrtt+V6ZfB/39+x2WEYsd1+Tz5Fl9fERMfRiDR7l+4r3iDgfbGH/nMxd3J6KD1T8XzEEedyloT548qU5a7yA9y+41CJ9SgqoHHawrcjGecd7NePO1h3j0+NZkJ0bveWBbrAqZakl6FQa+KRbbHbfqi9LS6FXNioMPMoYJVjSEalrRpg0GJQPCwiYGkI7Fs3hocjY8IRfFbk7YTZa9ZL8rKAm4XgTvPgE+stsBqWBdvZiJKC6udgZG5gkiVmxn3gn2e9OCV3lMNnb/tYcTdhcz1qPpvo+HguPNittbKy2/rsCCGYdiLPiyFqwlWTl0dbZTAFXTkpfiGVUWCz5dcrGc7A7IJCvyQXG7FlzNzIHNbCJSq1eKj21egaUAt0eFiOJiJ7iYgN2SsZsseDYpvES87StMCbjaWwn56xX4/66BQ1Z87wOrdrkXxcOHEy5mz7XuuyW3xZ0wWFaQvFJ241NcTBaT1ShqLSa3OJYJS7GsKAVkdaWeOydgKQxqpKQi1VSEk2v6TfXBtJb+Aal2rZTEJVNMkWh9ppeWUsLtmpF5fxtFb4u3q7LZAMTTcKpUORVBeGXx1eVFvqaTA+wkApVSpTAq4o6jOSFktpesyEhWwTYvSMnnKwGagYtdAgrjIvxe3B2QCQKxgE5Y/yVr1dDP04RpMuexSMLtIaNAcXvYQPhmr57FL3VqeQHU1H3vvvvuCVvWywciuAIa+InFa/iT7wN3AzZH+ZGjdGEE+MmURtaRmuNYoZJyi8ePH1cGe11XPH36FIBpZAm6ef/9fl8L3UR2PCUrbX9xcXEiPbm5uanAlXKOqDGPqRHZb4JuOiY8LjL6QKseycwXHC+OawTTnCMCf1aSnOe5FgLqAxW5DshuM4Xhsix44403KmB7/fXXa/n4CLB7x6KXcURwG8dylDkmMto9SI59jBIZjlF/XzomcX324D/mEO9Z7x7AjgB3f1wP6ntgzmMiSI/t6wMlCZTplHI98rzoaPAnc9iz/zFHeAye5U7Ni9q9BuFJvJQ3F6sDhpQSdvsdUjpAXZ+aAE9T6Fv3YoFf/Ra9CgG0seamv6YcwSfA994pHaCeG3FLRwlx/E9FLdRT1ACLpORpFT39ThIvXEIts6XHO2jC40VxdVuwmwlYLY3f/tIXmwAqRkPPOyvtPiULUCwCzLuE/UXC5dWMkoHjoeD2NuPmJuP6acbNreu/V9NW89/i+caPi7YS52L9YRGekp3JLkCRBi6FY6oGSnUxgEq5z5wEC1zzXODyDfu7wNMFHgRPRLFfnRmfgL0HR9ow+AeDALsJ2BXgkIE/uLYMJw9mxcMZWMXOXzLw5GCOzbE4S+yTrkXgdRoNhKuNHaurKgBo8nL21r7kCJi7IpSBTIDt0kC8wBBXg6CIMeuqTf5s1S+lvlb1oi4zKWh9tvXUNPZKcA/x+5/KTLhSyXQzSxDCmmR2mKTOToudx/mzY5oTOTuVz1Sa8CekgLnujTmH7xjs/ENzSvA879rWLWz+Lfe+bQ1wrNI02Xpg4EFy1tydlS1D4WavovGLugcPzIoRAxr7L/sIsnsGkRaBFW2UwSECOV4ngi/+jECGoLhnEmMxHB7LlHrX19eVhSTbH1lUjgfZ4yiBYUXLBw8eVBBzc3NTWXCCcAJqpumj7CKyxrSRLpz9j45FlLDEXYfIiEaAyfGL14z5zqPTE8eWEoV1XfH48eM6FszSwpzlTJEYd1Ki09Q7UpyjCN77DB/xvLjzEccgtpmvj+QjUebU37tfVz04juf36y4C63iN/jrx7/41zmsMqHzW+XFueoe2l9HEMeM1evAdJS79eD7L7jUItzEyjTeRAhm+UrSCbgEq4w0HQHzNttBbzmSmnHP8YNUJs3t4AiAZuKo4RhWVA3fwRBQnbFC4Hhi3BpdlSAscnVPTF6vni85QHDzA7rVDwQM1LbWKSUXUS2+qs4qAFeeZJ7KspiW/uDQAPu0m3F4vuLnNuLlecXOT8fSJ4mZRB93AIRurTRB+XBTHxTsc+rOWJs2AqrGyqRXzsXFuzsjigYmTWNBkTsBRGexXD7MxSYBmwc1qDPycgYtJcDkDDyZjjjnBmm32JoEXuRE8WhSHDFzNwOt7K26zmyyw9OkieLTYboSgMdYQqXMOdSevaM0DbrspgkOxvhS1B4ggmEGQBigNLDLAkx894g4Md16c/IZ4PnZ1UK5FAJUamEn5Swn3ojfEtacCZGhlxZP3xfCtBNbfj+dzUN1J/q2E3+2DCzYek3iA7DxBkV0KpnVniOcnSmOUDq/dY/JgzqJanQJbvwWi4mkj6VRbDnuoV3AtGWm3qzn6C5rGfrPNXiUb6WBpEYjEL/v4k6Ci/+LvQUzPfMfXelDE40bb9X0bY1EWVT0JSIz3J+C7ubmpr1OOEtvBcehLsFPKcnV1hf1+XyUbzLsd0/ZFXXef/hDASfsiGI3OTnQiomQgZiwhwIpALo4x55A7HOwHUxWeA4n8x2BN7gpQ4hLzgEeJTpy30TrqnSICeDo+o/mNzkS8Rjy23y2JQL8H4f1669sbHYn+frFN59ZnbHPfzp4Rj7sK8dz+98jc82d/zdh/OmQcd66f6LgyO8uHBoTDMy5osQo24mLk9VDwrcPioljxYiGAEFBLA/DMsmG5ro0ZtMA8Z3RdPqAKQExbTewAZw3tSnBgo0jFA0F9HqZEuQpMj65W5juXYmAlmcaWqdvUK7JkNWY/F8EhF7y7KMqaMSdLqaeSsKzFAKuPxSSKeTYad3Ga+c3Xdnj4YMa0S7g9rHjydMXTJwturjNurjMeP1Y8uXX5SQGOZcJNNma6qGVDWR34JPDDDJDiVRCLVTq0ojQGwKfUZBTmVDDAsQHPRRmU6EE/NlWVOS6icB8D1xm4WRXzEbhKFmS5m8SCZP26a2YmFZvL62PGzSr49jLh2wfFDopVFYcCPFmBg8cUiN+XmUmYh3sHrdIUwJyMVQXHggqGRY09j0y10POD1t0Uvm67N55dJowJwA8vOy47Rc7gYjoIa/FEmmLSjIrFYTrx00ffgQDbCssklKEVfFuaQa1jPonnrndUz6DfBHcatQDwLc1COQnqsbO3wJaLy2FUIWopZ3Qiv07Hy51oD9jVNLuT4W3SgsXXl8DGZcoZYnVvX+xzYrPNXrJFpjqyjpRZUFYSGbi4jR7BwOjawF0gMzqfx0f2NL4X2ccIlCOQo8wkSjVi/xiIGcEogJOUbwQpMQUgALzxxht47bXXalaQx48f49GjR3j69GnNtX19fV0lJQTgBEJkvCOzzvvHcSBTSYDdW2R4+TNqj/sx4vUpNyKTTs1wnyYvpgFU1RroSdafc0Nmn/KJ3iHjPMadlLje+t2XOP9x7fSvx/EayVkiMI07MHG9RUDfByb2uwkjp6IH7dHh6c/j3/FnnOtethOv1z9XdF6igxbnm8Z1049zlCsBOHFAX8TuOQgnHW0/SjF9QJJUZSdJmgZZSNglC7q07XitlzIW1AAtta8SmHIKgFl2XmD5kakLjkDcJAotUA7wxeOMpsJL0BdAkulcU8mQ2ReHZ+GwSuomm3myWgGUvSouCiDIuH16RNp5KjhV7C8UUjLyYudePZjw8BIoecXNAXj8eMX1kxXXNwW3t4qba8XjW8Wjm4KlGBtrWTcA9nyXTAaSplTBslj6Di/aY4MgzuiLeHaZOjbmlDDXuekUbNBUxK7rE6kKB2Q2zhOM8c+FhYZMi72YwBmyeNElLVgVWFSgrhE/VjBb8GRxsOnAtqgAWlDI+xr+bo6DGig0vYbPl9q911KXHLIokiSwGI8Bc7tvckAdH8dSLG1mS1XIDxRfOy5jWtX7VwGzBxj7K4xVJ0AXAIsS+raxV/5j/2BrfvJ5LOE4Y7ANnLN4VOPBfc17UC53h9R3CARaYbEyuDXZ60kVs/q2qiakOWE3JeRjDo+vrY1SSgXXCQXrYbEdDnsK6k6SpN7h2GyzV8f6LfrRlzIBbZ/pJGai6IFQDwJHgL1nT+Pv8Ro9eIn3IjPcB/b1YJDXZpYSAknAAtViwOPl5WUFtjnnmnububgfPXpUQXf89+TJkxN5RgRu1KfHAj9sV0x9GNnOHtzFMYhzE9MX8r2YGYMSkthnHkNQTiMwTMnSEZJFp/wmHtPPBccrAkcGE/bz1zt9cb74+kgzHQF2v+7Y/+hQRXZ4xHr3a5H3HK21ftxHmWfitaJT1BsdtR5kj7TlsZ+8H9dSlDjFHQDen2k4I3CPTtt7sfsNwgUVcFjOcDiSFkhST+knFYQYgCyYUsI0J5SSLbmC04+iikmBeT9ZCjjP76xO5YoY81sctdjteA/+J5gqgDUjm7kXD3IDLNNIKaaRVoBFUthWhQI5Q123LmJFZJYJSEiYHCyvSzEK2IYDD3aK9ThZtc2d4GrnuVwPngnluuDmpuDmRnF7AG4WwZNjwU1mMB6QtFQoxz5ISpaiLrl+uITGCiBTnQmIWPpHiOd2VgfXtTqp1N8lSag+amNZSkHxoLy1KHbiRW7omBTU9IjqoBpiUo4ExX4S7ADMIpVNFVihIc5dlSIRiLLgkncjOaheS+tqBjXfnonE7ynSAlHV2ehSexO2A4wytp0Vz6cOGxZnxKsrZwyzOgjnGvS1Ax7Fv8lGI7yvdebqNVFBtlmGevGm5jyJ2LOUfK1CTA5k+0wm+ZkEFhdhXpSz3tYfFsyCeOYYmDMywb4wF4g7LB7PYUvf6l8JIMWYcWYwQkrVUaBzR4fYCm5tttmraT17GsFrZGMJlgjKmSklMtE8l4xvz7bx3D7TRW/9e/2WfGxT7EM8tpfAALhzX8o1yHiLWHYJasVZ8p5M9u3tLZ48eVKBNytjMnAyZsLoARi3/6MuN4KrONYRhBOgjkApj4vFfADUuYkBpQTlkUXuwezo3hHMjuIDohxiZJFt7lnZEYiNx/VAOa6Dfu5HwLy/zmidvOjv0WJbejkOx2kE/iPbPdKd9+A/XhNoaQgjk85jotMW/0Wnpc8f/6xnsLd7DsLFv7w5UY21nsD0ao2hTolAHLVcfE3tIMbyxbEzkNcAD+oiDO8DFUypSACvDYQT5Fj1Sw/+c8Rd1ALYXEZsC6WuZ9fYCmUMltbQQJlAV+DiWJCkBbPlFViPgvlCXLYCHA8ZtwfF9a06+DYAfntU3CxWdfJ2AfYe9CgOmMnas/30PKoEnyiKebK1MbMnDoXrhktxcE5QGD/0RGraOvE50VVdryzuyFhQYfHxbeOEumuAOo7APAtSJsBWWEEYA//FpRFJ3JmpTRLfMVGfH0tvWUCmu/HDXAdVC+5rgOvCdky8T36uhN/JTANt54FzXlkqrsX4RxgzVsdk2wu1NGQvOMzsn/9SYFKccNvahwp66z8mTzQgnqQ5G7VJchrAWl3Tel+bX9ApKqjzrWqAW/kBWr9QmkxMxeRXZN3Z6Bf/qNtss5dnMbCvtyhBAU6Zul5+cI5p7JnsaD2LGe87YsvZ3gj6ImjpmcS+L2RqCQoJTI7H4wmoigVv+C9mQbm+vq45uVmgh1rwUZ5qtjta34Y4Ruc07fzJe/Rz1u8IiEh1gmIgZg/iIxjk3zF4MIK4yKaSkY3gPPZ1BCh7dpnXPAfEz/3dnzM6v5fCjGy0ZkcO1Gi3pu93D/BH65rvjWQkfVv6vkUHj23sgXfsM5+R/hk954g8z+41CE9iiDFJwZzSiYRkSoJ9aoBsKZYSTyZjvHVdMc0WOEcwR7JSPQ/fNGvLYuFyiDW7NjUAdFXb3p88sJLZLWrBk0kgxUujQ5yR5dZ900BLco26CuY0QZJgnvy6ye69FNP+iiouRLFListJq9Ti5sbA9NXlhN3es6s8XfH0RnF9sOqUh4NVtLxegMdHxfUqOBwVmBRpdo9T4bnU1VLDaalAu6ilEqxATODSCSDNqaa30yAhKQWmeZ9MmwwB0mQDWYTyCO4oWAaarDY/q1qgqD0Enq+9PmM235wPY60dYEoCkgcCFsv3LqnlOZ9TQkkJS1EcHMomIRoVrJIMrNKx8gFI2sCqZSQpfj8Doe4NQn1OKhClM0XW3eE8wSudkgRgN8/GBHPckZq23P9ZJIF4yXk0RF+hc2PS+RbbbUyyHVpgDiiPyBAc1D4cZm/4JJbJxnmtWskSviNQYOkxJfkHmLe7FNPh7yb3BNSCOXOZkDwzgC6L70rZeKfU5nItwJQsTkIslZG97+2mH7jZZq+SxQwbPVDja/xij9lIgBawOAJHfI3vR+aOkogepMV0gwSOvCaZdYK+mCYvAnIAJwCFDHPUybINZOxjGXhm/mAgJvOOk/lmKsJYFTP+TflHZK85DhGE8b2eJQZwJytLZDVHKSLPWWRKeS+O/WiHIgZHEmT3QI/rIeZuj+dyTcU+jhyi3gF7FpiNP2Nb+x2c+D7HMbarZ6TZ1sign3NG48++TbG/sT29RvzccbFtce2yPewDCyzF9c5MP4xFiPn141wCOInp6HdOXsTuNQjXbMFeSYDdnJAmAnEPJEMx8OfpBLVorUA4iRWauV1aMFxK/FJvXBvgLCsDKh0QlxK23gHsZy/iB1QRsGMU6ApcXhioWrLiUBFkQ0e7KeFynywbhqF+oBTkLCZJcdbwZiEwUxxhjP9HH+xwmQoSFtwegQdZat7qJ0+Bx48znt4obo+WdvCwAt++AZ4cFU+PiuPRs7+psbe72XOCG3/pUhAbF+uXOyQrak5qwDOIrIpEKRAfqiKVLcZqgyQJSNkck+OSTGwNK6CUi4H8dQVWr1eeV86lV+oEbCfE71uy1rk2FYMBvuTO0eLyBso0VMnmF0wKXCYPFFUD8Da3hLEGlifudCR/4NVY5wyTdtApE6jnjteWOx4eCHlnETf8PIFZTIDjsoCcO2F4XJME7wShCfYwTwlVm85717gHANOcrHIqXMbjD4S4TIRjCjGnojiNflSFeqwF1HTwU9jRKADSNFUmfBZgJzbdCsEKQcpqLRWBJpMK2TPikqu6w0Dnx1n+KUFhOtX9PJuEhq7Re2AcNtvsZVmUGhD8RWBAENADhyjvoJQjMnW9ReBAXXQMrCNYPseiruuKq6srMMCyz6UNoGb9iOez7XQYKD+JJiJ4/fXX6/1ZHIfXePLkSQ3CPBwOJxUyIyMeM11E54NOQ58DOr4Wx/xwOFTnIALECOyiLIhjRgkN5ywWIOL94rjE/nNu47+468FMMrGtsV2cv74IDtdW3KmIuybxOv31eplLz+SeY7/5Puf5nFymX9vRqYnt6AH+fr+vQbcjtrnX/NOiVjuOb7x2fC3GYfA+nIMYiDxi3XtGPWb6Ya5xYBwDcs7uNwh3/YOIFQWR7NvsaLrXeqy6pjcXL0Hvsg5KABwJ2Rd7qZIAhTFxZN1sUpo2VT2t2n7nOb4l4bgUaBbT3DpIvVktcwnEK3AWS9fGfMzIBevi1Rk56cItQg/iVAOixm6abvfbByu9vsyKvViqwYsLweWtYLc3IPn4acH1rVpJdk04asJtLrhdTJpiJegFJRmYfDgJVlh1RjoJ1GTTslfHXIvnClcbpyRemry445Obvpy7BhbYKZCJrzHFowBYjenOpRbWUQE0N0Y5ZyWWM5abHzQC3xlxfXiy+y2ZxzgbG1hjBk8KpAYbFrRsLeTBFfQitMlSuvuLvy/w4GB36tY6bC3zigX0isljlKPjaxTi8pSwztn+QGlPHq2pcBKdZVybQAXGbKOCVfuwuSvjqADfL8Hg1UWAXRIbEw6dTBBdas53EcVtAValU0lW34I1bTfDsuhMabJiP8XH2Z83uMtQVvUS9uIOiGn5yejXvQDBnT5sttmrYj1wGGWHiFvcMSgv6pojWxg10VFb3MsaIsgguCFDF9Pf9bKRyIxHsMMKlhGYRsAWgVNkMZ8+fVrvn1LC4XCo+cDJND569KhmCmGbCMYJwiPQIyNJo9MRgVgMluS5BEsxRWKfwSPOGQu4MECP/SIIj8Va4tzGXY0eoNKZiiAuMucjGQwBdg/qeikEMNYijwD5qH392uzP5d99n3qWPY73OSA6chRU9c5Y8/e+PVHW0qeSjECcfYmOZXRCRm3urx+d1siEx/PYp7ijMXJkztm9BuFV1uBp8QDbVq8FfOAMdwWB/kUuTbF94lmJA5tK8DWNOA8pUMwEGn7VAmeRK7qTivd4GNl2EVjgqGjNnWxAJFyR54JsOhdCY6fFWctDNkY7Z+BySoBm3B6tbPvhYMDo9ggcmfs7W35s5gTPubHHq4/NXExrH9KhY/HqmOxaKbBiMWJAsrgouyTBpAIWM1IWNeKiBk7GXpN40Zl+zIL3CXWtdcvFTRSmMNmLQJpGXJzF7sbQxrZ1qkArXi0nxZWoy27nkxGXcA0ezSXDf+1crgit/8fJ/9tY2Dpqumu9c2WOiH/gqtY2te6JF+qRk/awTykcp+1lVNCsbSeocM4keX8dOIhlk5kkYc987QAWTch+jQjx6cxYFhrOo38I14era6z62pNUX266e0VKZFXufnFtttmrYBE8j7JYRPDSf7H3gIHXGoHgyPwRsMXrj8BAbFsEnvH3UYaHkWyg7w+N4CSmLgRQq2EeDofKnpOBJ7jl3yN9d0x7yPfisQTFEUxHlrsfr3it3uGJY98DN14vvtePeWSs4z0iE3xOWx3fO8dMj1jueP/4dy/96H8+z/q+x/v0fRsB/74v/XERmMcx6lnoeFwfRxGBOHdf+jU6Yrf7e0QQ349j3//RGEQH90XsfoPwOnjihXQEzECxFrRsHwJnR4sBhQr6ug87WPAkr1rgMowThrPlUiYIXFRRssNLB+6mNW+waZ7cGXCQoswyAi44tQwkYuCkFCG1WgMhTTduADx5ar1VC65X084uRXABxWFNOCyCw2IVIpdsucZzscI7h7VgWRoAh/clK4AsOKyK/T4MBASlZAPePu5aYPrxybNllBIwlIvxAcsCgsD+iEPTBOuvB2Fy/NWZXFWTO6iXTxLRGnjJa7PapAF+f+B8wLVSpfSetM67IgB6gjtVqCa0MzyTC7Xeql7Ova0NHpzgQZusIgOXdljHEUMJeXVyMIZFDTgnGOCNoFoiqx38FGrlydCrtyEzPWCkzNkXb39pN3BnLva6/UsOuouPP4NnLYg4YTcpZlFbCylhYths3THhs+bPX/HMKDC237TsfBZTa4O3x/qEaoq2lurc39nz2myz99/iF3gEuTH4CzgNtusZvB5k9DrlkQwgMn28ZgSoI4a9T8MXwTytr5Q5AldRckPAy0qXkQ0nEI9gmww4c273xX5idUpWmaRFoB371+8S9GxvHL8+KJP67PgabeTg9CC9D27tj4uv9UC9Z5zPgT2+1zsKI6DZg9pzTO0IQJ87duSYRBDag+5nMeP9nJxzDvo5pMVdhhhzEZ2Zvk39fUd9PwfWz43LiwSt9navQfjkVXQojSCYKiFN3OQgSQWYJSFPErLrGRtdwaHjkQmoDGNRC4gsDsRnAClr1dkuxUDP0fPXSSqVv4RYdofk2/aMHiQ0V8DzVtu9Z2rSNQAlQQVlCvWCPFxAACRh9daqAkUmHLLgdgEujpa9MM0zJMhZ8gqToGS7bhILksxZoRnQVbCmYtUKHQiJiGfUcMdELNg0pRaQaPhZAdG6sHjulAS73eTA1p0KNZmLpJBRBNRi29+stwS47MjH1eQxnpYSDHBxoCZh6xaRIYjA1Pqd+bD5WlFnYYu3TwDLGY7WvlnaMYD9TueL0pPsRzfQ3P6GUmvdgCX7K/wQ9XvVjDsCT1nYgOpSHZDWKzp+DfU38C6S3Am8+2E4hT5kpabdP2iSdZigWFBsXRataYbUS90z2HMCaiXUrIrFBysVE6Go+5jqs8fUncmqPUE9CxAtiWBCgohlM6fsTPXFGYfNNntZxu34HkzFL+gIbCPoAxrDPWLk4rX6gMKoFebrBLojdpf3jbrrEdjuNbT9cWxzZNJjX9lOFqNhaXZWiuR1WZqeIJysZgyAZJuj48D700Ysag8ECSAZQBqlLiPQ2Dsmvf67z6gxyo3N+/WFlaIRSEaZS5QixbHuGeTRbgWP7197Fgs+YtlHAL8fZ742CtwcXT8eE4+NbYzymRg4em699s5mL6/iePKcUYGj3sHgdeMcx7mJ8z/q37PsXoPwTOQGqWBGxDDDumTI7CDSmfGV3+qBqGub90AqFny2OPjIBTgcW2FsVcWiihVqjLlYUN4Kgi/LM34h9fKVqcwk/dhk33Mn0DFAYQyzZR0xVpPoVNVkN4KWkq5mX3HElRUoosjOXlJ3uy4Zy7FgOSgOB4XmhFQUqahRskkwSTFpiFpu5z0ALRlZjUFneKCGscgrjCFNwMUOVr3TAd96VEyTYD9bYSSRRAIbRKKiFlA5VTmEf2AvuVYWNVAq9ffkQNfyhKuDSw54k+3YsZ6xxdcFM5VomAfOfYHU3N21j0CrhKkW6DgnA6PZH9pZPI+24qTwDcK8t8wnTdfeVqw7HlCoZmf9GytdMTU/FKt7SGuyKxAvq9bXWeRHfa2XO+fXCa39tZTt7lxJmy8ux7yu2M0CncK5qj7/UvPwIyVED7kUhUwE0j7y2hxIVtWqaRfFJsOO5sgmHyezsoHwzV5B67NzRNZtXdeaNSSy4/wbuAtGIhvM30cFRQCcANQeNPVAPAKb/n5sWwT1PcMbgU8EKPFv3qPPja6qlflmRpToDPCeEVTF656rTKhqOnX2k2XM2edlWZCSVe+MGWw4dmxvX0WR2vh+LuK4xQBMGgF1P08RlPfsaXR0evDZr494bpyrfg30wLAfu/4a8fW+EM2zWOFzALSXh/ROTT8G/Zo8B6ZjMGTMmhPHm+uBDleUKvFfn+u7B+JxnuLzHPv8PCZ/ZPcahDO7g8K+52WCpz9jqXDPiqGhPL07K1qCvMNBQBJASkHxMu1rESzFQYCXVCT7WZiBI0wCWc4MqYDZSFwPahPTQFPgWmpavBagxmBRVamMvrGX3u7gR5SsmFj0xmFNSoCWgrwK1tVZ+kOxKodq2m54kaJJgZ0Ca5aaF5q64XUtKGIBgqsvZFYepUxHxMcvGWvZUq5basdJYLp3B8WTADL5dpUqUv0MYHJyA2rFGXpixUwWFW23IkmpkgRLC6ledt7fV3VWWMPccKwMAlshHw+6dfBtzLj1wjTjBQwbLD7/xtYHJtyZXYT7c47E11hkzbWcBquC7ZNU1zXPNV+Nnpu60ygn9yHgb+8AFYan1AQbdVAj/KcrEj40xJ0rSkb8FHEPV4pVaC3+XLGADzjmAqylWLpB9TEuBZImd3TCh6mv92zLH3sPeC7F5odjAvDLJWOa/Tp6OgqbbfYqGQEAU5xFkAA0dngEYoFT9rMHwucqA/bsXC/HiAAiGgFWBIt8fQTmRlvukQkfMe8xkwQzv8TsJ0wHF8FhLyGgxIVjE8eKoI7jMipDTuudBM5B7xD1zlSfyeScJIjH9ECzB3YR7EX5zEgPPkof2M9JXCfndP3xmn3QZ6+Z79fLOWfxWffp3+/X1uiYOCZ8f8S+j/rSM+FxzDm+XH8c67h24j3jzxi42Qdv8rqx0NaL2r0G4bU6YfGt+uJeoxo4LjxGnWlLDsAqs4m67W5A25k+z/ixKLDCpCfJAYzVXiSzSADd5CypMqmchFP2Fb0nDILK9h6Z36Zr9uupbfvbjbxvoo2t9IwhWgrWVbAu1qCcfScgW6YQcVKRQHktVF6bFU/NYdldtLLBs0QQDANcyXCSFgfcDueqdr7S//ZPNJ2Mg2gLugMcfHk1IwVqekgRVDa3fZ4SqvL69qoY6udvgJpDUYEteO3iDDYDEe1eBkIlgHa/W2gnwX1JiRjYu9XiArqPnrYilM6bg2d+QKDdKN6HDa+k9B243f5fuDCVMNxOFr+von04hRNbphJ/KUHMeQQ/wACISWOSRy+Xop7Xm+u/gfxcfI+Jz5paphTcGZfWRW1eTRtsac8PCyFxH0FPHIrNNnt1rNehRmAFNIDTs5jxvfh3ZGj7dHXPAjL8OZJn8L0RWOqB0gj09ecQzPQsMFlG7gIQhMfMJjEwM967H58osYljtdvtalv7POjRCSL47jOV9OAz6uj5fgTo8e84tiMGdCSB6Vne0fg/i6nu79XPyfNA4Ln3R9cZrZu+P8+zc4B8dF9aD3LPnRfXd5/hhOx2v/PTz2sf6DpiuM+t/9Hz96EB4dlrbjN13rqsYN+N6fRFLBZYplBWeHegY4A3wUD4rLBUa9mYcJNwF0sbJ2QLSyjM0xjoeUJFqKVolZRYW8I2v08giwg51MacrB8EncXZ1SSOJ73SoHVHiWmrZKCIsc8lm+Z7OSpuJGGeDVQeV0tfeMyAZEuPaKDO+rEqgFqN02BeCSywjbdpx2Vi9hBH/gSJs/dGhH6C7Qj4uORVPVc3vGBOgajWCqKq5vzkApehtPzbQAPrdLzsda06epNbAAADEP0DXJ3BP8GnZMiljoXCcluL+M6HmOa9wErVL+6cWJVNhWqByIxSVmfUufhCXnQIUHK7L6006Y6S8q77ETTrmKBJj+iBMOUi11AD+LnuvkCNOfZWeHByg67teqUC4RYsXGCZUWwc591s11Mbk7VkrFArM18Y/Oxt8S/SXZpbPnII1jVjlyZ3gFxelFJt/YQC0VTHaU62W5Q99mByvXgBdyIUuZymGdtss1fBepDIXNOAfR5GTXCUO/Cc+DPKWCjBGIGWuKUegQcBamxP/L1n2iNAFJGTsvCj7XZVrXKPeO3I8sf2k8nuM6ZE7Totast5TQLq2JaYA5zn8TrxdbY7jhHbFh2lnhHna6Pc7r2DMzqmn6uoQ+6Dc3leD0Kj9pg/Y7vYL147pXSyXvrxjGusX3ej3ZJ4XHyvdwpGADQ6UHEM+F5ccz1o7u8Z21dKqYG6dFZ77XxsG/veS4CWZTmpUsrxPXfvuLMVgf6LOEC93WsQbqQl4ZMBiOxykgLLHZ7EgsRmGNN2nT1vstiXPJxNX1XxyPNSA3ApQ1g0Hng2iVWkjIwqgJpWrqbL01MWlVvvyVnWKp0QwZSsjRmoObcJNADFpEG3XoG/wTOy2ZMAsyiWDDw+CHI2PfvVhfXluChuF+Bmsevu7NJWvTMp9mKs/+IAeSrAHoKdWsXDVVxbnN17EIEURZoB9WI6AmDeSdV+FwWWhSxq67vCA1uTzctaijH1TkdPwhlVz5CCCrSrjEM1MNbGxluxGwJMzzjjQDqlVOUT6o4Ogxo51llt/lMyJyKXgmlK3jZ3fOBVMsWcjZy9UESVjLhj5e0KwpJqdFB6q6y12LxWbB6cOa23iYIWrkLBKSRvr3Jn6OSScqdlQLgqis0tABwPCwDPYS+WO1wcuWdH4Tsfq+zP1DHnmgFFpgmTy5AYijCLB3qqYILiShQle+AmGIVgzvCO8zh7jt81Y1kL1u6DfbPNXgUbAZrInlKXGsFBLArTM8oEqOdYSZ7TV5ActScCP57LnxFw94xxz+b3QKzvD9PERRB+e3uLUgpub29xeXlZXycQ76UBcSwicO3HNGp8+V6s1gkA+/3+xOGJUpaezY79jkA2Akay7D1r3YPYGHAb55f3joAwjnMcS7aXOyJM+9jvisT5YL/79dADynhuL2EZOQIjAH8OgJ4DpM9iz0frq79PHO/b29s63tG5i+uYMhGObV8Aql/b/Thwrns5TnRU6Qwwz/2L2r0G4f0kLblUphUiyMxVDQPexyyeC9tkJMCprjcX9TzIDRAlR0KTJEzJwSsURSrPCQjTykmtyCnagFSxUxyUiwNLAzEszJNhbOuqlo+7saN2jUlaWw2oWQXHlKzAz2R0OYpaRUxoAGxiWVK8VhAWtXEwMNrY2OzgaC2m7Z2FKfksC800Wx8UHmyZpBLh8HYgSGhysVg7DSSvAKbH93svaOcnf0+9PU2soxXQqlLvb2Ncj1AHbcKQx1ZZU4oXSMohcFISFhWIGtu/QrBmbdf1c+kUEeoqgNVKNkKSsbbWhoQYNAvfybC4hQ6I175x5bXfJB5UVwA8pqEx2Y114nhrvRazwFh6Qf9g5PoTC/4VekZoMh1zkCj5CE32sY8sedtH8bz54mtIbA0JyHbb5Kh6zl9NbTxdysPsKCLUw4sXOfJnMNl8IU1VDgYxBj0WNdpss1fFeua5ZyR7ho7vR3a8Z5V7MBWBXK9xPiePiOB+xCzyvvHvETsc+xnbytcILvvUhnQ0Yn9ixUuOVQRQHMMIvvqsMfE+cTeAf8f3+zHqM270/eydohH4jHP9PCAadwk4viMZTrxmfL9/Lf6LjkvPWI/aEtfc8xjcc+/3oLy/Vv86ncCR4xCdrP69yFKP5rJ3BCIwB06r2Pbj24P73sGM54x2hKIe/Vm7CCO73yDc/2c4R/3LnkSt1N+Lg57Vv/yTs2oENIYT/HdJJvvw+TecyQ8kANDKegMEyw6ExJlCR2ZCQO7win9DG9jI6lBGDcBEfTTYNjhAE5N3pOQl1MWBHsdCmUKu4Seuhaws5GJMN4vZKBTJBesMNlQYIF9hrK8q6n1OOm4Xq65Cy93sbxXU9sDHIftnG0G4tVHq36VQBtQWcVY+LM2xUE+ZB0WVrjAokEwqzxMAMxiICU8pmOo8ZtVaqdJAONvc+sR5YN+YxaRCfj19n+C24Vl6IKBPceLAtREKHy7hdbDPHGBfd+2DqoVr6uldCc0b2OY96ly5QxXMxk2qk8E1UH/nB10SJHjRHlF3qkIv+EXJ+eFLyta2sVqDg9XGVAEkX7NA8naoiIH4DYVv9graOXA2Yh+BU1B+LjAsAgH+3TPQtAjAehYzAmzaKL1aBIuxH+cYysh6933g732Vytj/eL8IuuN4nXNIRmM5ei3+3bOdEWSNwFlkSyOAHo1Rf+9+zPpzRuXuR+MRgeIIxI5+78fp3FqJa/a9gMj+Hr0D+qzrnWtzHPso9YjXPdeXeN/ojJ1bt/3f8d5xN6J/LqLF9fRex+5eg/AGagwpRVBkQLeEfMxWRp7McUqCNZeaicKuJzUIkVKFJIrJwa6qBWuKR1820GVvWoDaBPUy3ATiKNq00UrpA2quY6jrmqUJTaCoLHmBZfuYJ3MeZi/0U5AMg7huXdgOsawuXCZkJddioL+opVas7ffOEeQC9v6CBrwLKBcxS6A8wzpp+JeOjJ9jYuoq74BLdQg8SxGT73hqxFJMo0/tNed0AedZTgAaZTtSxw/12u4fWP855qWlvktiux7mnCCsA87taaAinaC49KjTZpVKWztN180mNTAeme4IsaW9X9cVA1AdQDfUDi6KCPZNfiMnzgvfZ7CwhjE6PcaETSLxy8o/zErxAkLuwMGAcNFWPCklwU4szuHg481BEh8j0YKM5G3hjlFD9kUFh1IgKZnTHJwf+AdizgVTalU0ufY22+xVthFYGLHRkT0mGzwCNrQe7PbAMgKSPq92BF295GQEIntmte8P2edYJCUys3Ec+uwR58DmOWDbg9oeFPVAfQSKIqM+miO2PerPVfVExtA7B/Hao/b214/ncEyiU9VfZ8Qwj+Yz3qsfx/jzO7ERqO7H7nk7Bs+y/rrxtd6BHa0Pzv0oNmDklMb79Lsu8Xjmp4/Hx/llOssRk/48u98gXPlVbICpxUYaXMgud5iSBT7uEyBT82yyZ3cgZFIoEHIQawWa6tX+/Ou/SCu17kcaoCiQJHi4FyzHUgPWiHtKVpc3NAbettbJGDdYz/5Nc8IE8ewsOAlYXFaTUkzex0mMleT18gospV2xqOJYACWCU63VOC1w1cDQysWFxuRfzSxi5O327tdy8llNMSAuRhC765pNkjBVpjVXBptAL+dsTKdrryvzDRa98TYDgFdcPObmbEF9i0lLBW1mwctGqcw7RC0IEOELIghJiFX9kavOkA0U3NEBkqXb8RSKWtdQzMNyZ41wp6TeR/y9ZtUtVE/dqG09FK7B1rGTdXPinytBasgmovzicWdDKWGxeUvJ9fI++qY3Eu8nix/FHhUPqASukuIWgDg6FwBFLO/OpAqUDJlmiKS6K5FEbPGK3XeqLkUYBxSIkA3JWFfgeFxxzAVrCWOx2WaviI1YyphysC9GE7WsUbsambiR9fmne6133H7POePq6qoWyolylnjPHtjx+vEngJNc5/G4mMGF/Y7VNFVbOkJar/mOwLzPZNGPx8XFxR0HI44DwTT72t/v3E5CL8OJ+uvRmPTSkjgnIxlPbF/vNMSx73c/+DOOTT9nUc8e+9SP04ilj8c+y3EYjdUIpI/Ojw5jz1z3x/PYWEyJ14jPVZSD9O2kcxhlQNFBzDnXAGauYbaHAa592+JcxDgGFqN6UbvXILwyiNIqNIkwCwka6+0Mt+lzLcPH7Pm6V4IQGHBdCZwbIV1ZUMNPggLBlDyxuwCH44qJujxJeHK7YhLBzLLzAI6rB6ypTdqSCyy7hvUEsGA3A0XG0u5mwTy5d5btmEMpBsrJJjuAS2q5s3ee6JvyjmM21t+kL4p1LZ5vWzmImGYLhlxXdV24VHC/E8UuCZ6ucN05GUq1yNbkAZirQadpEqDm7baDp2TBp6U0ME4977o6iFd1TbcHi5Jt9bmurLYDzcIPCZi0pgE3n7fCgFD/QIufgSqe7ca0L1xDjb82q4979W5RA285RhX+unNkB7rnra098coCaXIoDeIR31GYQFlQcWmMvV6hvZ6qz7kTE2MG4GtjcpifIMZchw/20y/tE1cUyZIU2geLM+U1/wtLzLsTtyLh4iJhnqzI014Fx5LtmUksrGEZh0pWQApqUPE8VScuIWGaJ6DYep68rUmsNQnGhqd5sod8bdlfNtvsVbJeUsDX+GUdgxb5HhnryMj14HYEBOJ1eQ2CzsPhcKIZf/r0KUTkJFgwAuIRUw3gpNAOA91i2sTYvhi8118jAqsIbPh3HDsRqePUF/FhO6Zpqn2M7zNAlYCffSbw5HERnMWxjcF7PXh8FhDnMZyXkfZ4pP1/lvxhZLE9/fmjtfM8cEyLoLYHx7G9vcPT36+3Z1UI7Xcs4nfT6JxzrPtodyTnjIuLixp82VePZdvi+qPxHLadgbDRyYuOCoNlP1RylKKeP0E9IFMag1lYCsdBsyogyeQOUCCpYD8V6EpNLx+2oLEGGqAqBo5nZ3jhjLKIYBY/QxVqJS8tf7i2HNvM36wg0+gevZI9tSDAlm/cQtC0OFWt1r/kF1GglTRXh4Nq/XPsCxsaxVIDPZ3x1rZ7oABKFqioZ7Zwba6PQ5Em+2B7yWLOYgV/ppRwcbXH4XCAltJAshO/zERi+mo6D6jgO5fwt9+vgdPT/9MpUmfRIylcBSVi/SGnqiztLlLZ4AJnzitqN7DnnoNl7BCx8a/X8fuoX1nRCgL5f0WBhFLBrjbkbGsP6qwvRz9y5s5KqLrDF4C9j2kSSqO6Ldng8DWdepOxsJtp8mfBGXaWaWrjqaFf9ES1FpYSPyMXD8JMlt7yuPr9CzBx/Qgw1RSJfm2/hnhS+1IyPV0U8IMwnewMmJTI7pcEFmBbzCHopOybbfZKWAQHoy1qft9E8MtjCRgjAOzBYDynZxF53ZFcpWeW+V5/TA+UIoiK578I4IvAO7Y5Apw4LiOWeMTU98GSfYAjQfprr72Gm5ubIVvbZxc5B7jjGD0LgMd+9OM7Ypb7ddGPEa13MnpWN7a5B+SjOXjWvfrdkBFoHo3Hs6yXyvROBh2ivt3xHuckLb0UKT5TKaVa5TTuooyexfg6d4fi/ejMRevXcb9b8iJ2r0F4oxj9Z40CFAcZErJTMH2dsXdAK7BTvHIigZ8CVdfKfN4gcHWmEpoNZYhgl+CArgkRCA60MIOD66GVILxCHB5o+MyZexY+0aL13lDUokIQcyRaUCZacaKahNzAZGYBmmTnUz9NuQ0rUmYPisx0FuB/F2CebUyyUuKimLzs6DQJLncT8tHkJHAADoQdBb9mdoCmaPen06BAfQ/COdB6kQZobQ+E8zYJU7DwfWJgjm490R8OWxvauF0/lULr1nhzWJoTwN9Vfa1pDKxEbWc9jvMcrmt9DcG6wzaH61UHgO7aaZ/APvFDKuyuVMelAuCE6sbIYFx8RNSlMEaeM0c9WQnPXpKASQWzKo6rj2ChvEVqm0U9oBKwdY7k69s+jJOz9bajUjBNLQYD8C9Db5lME3IuKPn0y3+zzV4lexZQi4Cb1oPuEXjugcKIeeyBSi8DicwlcBfA9LKJeFxk7uO5EWCN9Ld9u2N7yIaPGM/Y9xEgjjKF0TFs036/r3nIexa8b0vfvhHo7iUdI5A6Asj9vPXjfA7s922K4z+6/7m1N1pbI6fgXHtH89P3m6/3TkPf53POyDmHph+P0fn9uHAeWB0zppPsHaJRv/v1Td13PJYAHDDmvC849SJ2r0H4JKmxtAKAxVlEIWnCrE1SYB6SVmnKUgCIeFGelhmEGSEMIigmamXF9KumDy72e6DhiqQqn7CMERUHg8CqnPxtgHwSOQX34DEt/Z2lIHTAIpOlBxRj13MBoAlZTeO+n7XJdAqlOUKi3oIIlQoLQSnir7f2ijQASZh2zJZhhH0RtCDCdVXc3NxiWY1NV5i2WNyJYEXFUvwfGsAHOHk2bhPaGBkkTCe4uAUeGkhM9cgwdg2tV0DKAFN1nbTUXmg9P6uXahduVTXWnke3SwqoT2drzfGLsD7OZ+tnRegilaUWiKXHVGOd4zNsHwJ2Ynu4pV2Pc1V9Dgmsfhs7tiXn4vOc6nVE2jVV2SIWpIIz4e2eGcaAT+o/YYWwlM+IMtUmAzPZtPjhZ+t5EqaQUlvTXjQKvn5YKbXAmPxlKZ5+UsACVptt9ipZH6QVf49MN41b5JGt7oHlSGoA3M1zHbOURAATARgwBnojwM528/X4k/di+2MAaNRGE8CMHBBaz3RHAD5qaxzXEXvL+15fX2NZljtz0GuIR3rj2E++Hu/Rt4c2AnjxWvH4Z4H8vj3n2PRz9z33Gl8fzQPXSb+mngeEzwHo/v3eEYzHxgDV0Xj2+vj+2eIx/Xuc27gGR45Bf0/Oex+Qy/v0gP54PA7H9Fl2r0G4lbSWpoWV05+OcSreUeaJVmeYLWWJv6m16p9dugV7NgQIFDGgSGZaJGiRHabtE1ByrlUvKwJWZwVhrLQAtVonHMxUeJIL0mQ63OwdSBb5yK57lhSXjGTP8gFAM6UDVsBnTswN3vrBCuOqDnZLGzqCTWqeCwycMvNFQiuMMznNezyudQdA/SelA8qsJEpgL77zcAr4UR8+Hy50gYbe+Hos6Fz4g05Wt/LWsJzfXU54OimnAM6PgSKp69X1rtwh8tCE75QU3WUJBh9+0ohqdbDNAkOa/YFG/4F298OtfVZovSZPSYyDYOGpcD5lHK2N/XXpaGrtX4I7gX54VpfLoOniBQaQWWCK/2c1VKCtJ4VWh3MtGZpMIV5gBaMYHM3AWHPcpILxvK6ealIwGpvNNnsVrGdkI6PYA6ARWI6gK57fg4HRa+eebepae0AYgX7Ui0eA2v8ONHax14IT7DBIM4JiXrfPPNK3m+f0wGsEoHqZSmTWb29vT8aG94652+M9RnKCHrCPnCEe17d1dK3RMf3uQbTeOeqzdYyY3XPjOgKJ/doctYnvjdIpjq4Vf+c9Y+aXvl19pdHe+p2YUXtjEG48ZpT5pHe04jN0zkmMfepZddWWB/9Dw4SbXptf63Aw4l/MjvB4BOBa7/ghFSbFL+isnVbOj3C2FhRByBKilK+47hymA19XSi4MnkyO9VfVhlj8J4GO+Na+GRe/XYdZXwBUaUkSA8ambSbAEdxkrQBmEmA3eVXKrABza6O0MuNqjHStUhnWTl3uYpUKDdyX6jgYAI1srv+TBuZTUiSCMG0sOIUdEcwSpLMZzbk5/f3URq82ftvmhHC4pRk86WtlgWFrIoz3Kexu4yEOvEtICdgmNp7XXuP4VPDIXNlJMKWE4s5T63NzmmpvT75sta53jQfSgelZEu+fd8E+bMJACPsGqYGtKV4X7cPYPtSaXrtMwJKZQ5/BttaOJOKZZLRWPuUuRoHC6vgwDsHYefZK6LCJh2aqWvl6yrw2DL7ZK2gj8DL6so/H94CmL9AyYlB78HSOXeXvUZIB4A6wjOAkAt4emAMNmPLaBOe9zCPeO35+MIC0By2jtIs9AxvHkDKAftz78enb3wO6frz6v8+xxtFGLPa590es8mhu43mj64+A8IsAwZFT1zs5BL7ndOJ3iadT/fq58eidir5d5+QscX2O7h/Zazp43KmJx/W68f4ZiBmDeM/RcxuDNlX1JAD0Re1eg3CTN2gDFmiBdwbIm4K2qEYUBHEqWkupJeSBxvRaBpEONAoznpBxtVsXBzwVX1dQbG1I5TTHNNtDMYCGBXayqAIqpdNQVCDJAhgJopkDW4viKKF4CgAtTePNNouiVigEGnCOOdNjRmtrW7JgUxgATeST2fZ69TodaApmqe0saG0JuPcOlqr4Spsc5MSBCe07haPtWNulIOPeJBfC8QTqaxoaXh2KkyGQ6lycNLLeeYQHQ0Bo7LS2tVPvX1/zAytQ5x1OYLY5YFzTYRwIXrUDqBI7VErXubDmwlvtejjxgjSsk9YXk0atsH+K9uwktSDe+qEqtubJrBdp7Z6mVOMzxM9h1U/1QWJXEjDYKdlss/ffzgU4jr7IR4GbPHYEcnoGnOCpl7hE5i+ePwJ/ozbG9+98N4VrxX/nUswRhAMN/EZwMwKW5+7Zt6t3QEagrr/HuV2IkZ1zAEY/R9cYzes5R6q/X9+GON/PuseovaPjzzHg/TXfC7s7YpljW87N98j6ORs5U+fOiffrdzz660YA3gNyHkuAPXqm+/PPtW1k9xqE15LiNeuEAJ4G0FC4B6AVBiOmKmGokJ2n+jUNoBozTHb4UEGfYDd50RpxMOW5xpnbGg6Ai7agviKlopkGLI2h1WRALWvUQ/vdirdSFXm1axt7KViM1rR752Ra7GKM4aRa0zuvRdA78ARXQlS5erCnMq+GGcFoUhuXyUcN7gDMItU5UVHk7M4AABGTkuwElTFeFFilg/fadhMi6KsOTg9OYzEaet788PL/2QNBKUnrk2FWgll1UN0HVoa1AGYSQQXgwnvA1gAdqcgoR2Rc+xXSO5aAaFVNNlJFIrExkroX/GURK3AUqyehjYXFN9SQ3bajoW34tI47Wxmdp7brA67hem/7WbJlCvLHwPTfk+BYgFvfrakxFrAc40XVkw2ZtKRkD/biB1cB9vsdjsfFjoXUcSn+ATqr5wr2c9J7+LDbbLOXZb3M4tyXMo+jjUBGBAO9VjeeS6kJrc/8AYy1vT3rGNlAAqqejY7HRxY6Ah22ge3oz+V7/es9iOlBUbRRv9j2CPaj9ITXHwW/jpyjkZ1zkEbtisePAOJo92K0qxEtzsvIYenH8ZzjNQLaPUAdVTl9Frjv82rHsXiRzCGjue7bP3qPbYqSlNinnPMdhprn9trumMaQY31xcYHD4XDCjscxis/faJflnN1rED7NE3Ql0LCc25IStCgOa8GxoJadbxbgnhbsHFEWkC0nmLFc4hE0A4olA7t58iwilkPZQGIOTCFBmoP40iQlxrDbG5kOgsBzeRPsWd5uSkqYv9xiKa2y4ZwUk3qAXFEsRZEhrrUVSDH0KAAuEmp7SwE0WS7wWAfGJPKm/c3ZpBbZAZQmwc6rj1asKYp5ansNMxRHAjJH7wJgN9kfq9rIMxNGApBUwUfCHyP7w8FtgXgDeUGpTkl98ND6wAsZ0G1AUrVJMwgw54kPDFl6DYG31n8WUpLqODSZkoa2+mN8snsQ22StZ+wA11eMNjhB3uEMnt+/L7DdnKk715yPKVmBp6XKW7SOg/mqaXBdOmVy8h4/SrIvaIFgmgQ7ALvJ7mMVWxU32GFFQdEMJNs1miVBFFadFgLN5hhPQqbbs65ogpaMp9fXmNNkDrBamk5WXOVXYhKxdJqqKC/+WbfZZi/NuD0N3GUZl2W5U/xjBC57kBhZy1jYh7YsC/b7/bCozAgEAjhpR9yGj8A0ymD6f3QiIiCMOvMIwqP0hPcgu8h/vZSF//piLT3IjTKKOD7RWel3HGLe8D4Hez+2cR77eYrv9SBzxLizn3H84j12u13N6MHjR0VoYq7rnrWN88BjRwx0HGv+7OUZcXzj+J1zEuLajceoagXHI/lQL28aAe/R63Hemfc95onneusLSHFM4vMS13Z0BnLOePz4cb0ur8P7xTHvJV/Ps3sNwgvzY8NA1kyWDzCm0CsxqnhmEweefrZVAKz0pgGnTFAGC8wjS54SME0JSQu0ZE/np5UVrY+mJ8fmOhF4gRo1FpbHTUAFPAzEy2rM8SQMCrXy6pLs70MWFM1Q9dzMmqDJwEpWraXqixgkJKOvhdksBBkmv9FSPEWjgKnoyGgCikmkVi+MAJTgjPeak2KfgMvJfopYNUumZZyAuttgYBheaMcDN9WDPBkpKnICtiDA0dPeEZCzrfywWNfsbG1V2Nd10EA86usWvFrz5jjudXmHZ76Z3JkTqMcIOKMbmO0JpvPPGrltu09yrVAJayRMOWLIqVRfg46FhKuxv3zNoXy9mUuExCVWqlBvD+8l/X1qpANXXx2tNtvuYBYBdg6kqxOiti4Lx1CAGwiOuZizKtSLtn7YfLs0yO+TRK1oFmwM61SU1Qs3+dpUQZoE05yAKSGpWkxCUazLVqxns1fP+kC/yMz1jHEETBE09oA3ApCYrSEW5+mZ5xFo64Mweza2dw56IMjXeT7Pi8xgZAsJcuNr7bN7PRmvGOjJNke2MoLE/v3Y1mVZ6rjsdjvM83wnTWEvnel3LiIo5GvxJwHXaFeCII9gOs5FBLQjVnikJ+7B4yi/et/OfhekZ9hHjsloR+Hcjk4/VrGt0eK6i/frx2PE0I/Y/dinuBZ4vKrWeYlti+uo39lhkHB83ri2+52duA64HllUiuccj0e8qN1rEM6ykFoCjHDGVUSQpIS0gPZmchbXGEzLGFJrBjqDWBgQ4yqSqq9WRZqSpVKDAV2v0O36bHX2biRyABrsgbG9xBkwUIdi92JaOMCZa0Rteu2KATwHzXYNB99AbZeqsZkLQZWDXnufbDgZY++jt6eFx1k76FyQUQWYIhAmqxHPYw4DtEXdcRCXohQHyo4lrWokoB6kNwmdFQ6Sf8k4eFTEHOPSqnKGueePyvyC8x8QaZwaaetFlfeJ50SIGqcxshKNsz6d7op6W7tOPLaTXzuLQLsd3UC8/14dEw9C7hxAOk11RTYvNHDtzWlR5pT3q0IVRaQ6kPZP63zQMckiyCWsUFVoAYqE9J6qnuHErpZSQvKtHotHiHKodh1r8+TPlcWBNACyUeGbvXpGUBcBQA8cRozpsyQEZOR6sEfry3pH0BWBVf/3yHrA3UsfYpt7drIHfrxGPz4EMFG604PA/h4jKUJ0bHr2dgSieQwBcpRc9MzxiIWO9++zbsTr93MxYoxHrO4IeI7GIbaXv58Dr+fsRdZCb6Nr9+u5/5uvxXY+7/jeek34aKzOtbHfkeift975JKDun+EXcXzeCwsO3HcQXlGTaUSZqUJ9A14IIghoxHk/Q4sAqOVtg2gMaKlp9RIATX6c614zAihWZ+t4nqe9a6CcoDB6eWTIKZcx5h7Q+p71QyrgsKDGpps28FivaKy3Y3ICHS6FrA7CtUGy5FlNEpz99nSPUOb4RoNExPo+5IbTKhqGKpA11fcVWov+3GZj4RdlkZ+701dg+vKEU9AKb8MEqQ4EQbiIB+VCK6PuzbGHQxx41j4T1MkJ1DuFwczsYddO0jJ9CPgAunOid5oanAA/VvlXfM/uU3dFapelUtfxugpy1d0HpLZ342dndfO0HXjXRZCu1+09RbExYltq/0/vXXx8OaXFG9709zFUVmqwcxFbY9Zll9QIhU/8YKOD4c9y9YpsAWgp5pyKbCB8s1fSIjA7B0h6HXIPgkbMXC//4L2ogx3dJ0pM4n168BXvFQE3gXJ/bmRa++vEe0Xg3DsZBMC9kxJZywhC+3v0IDQCpjhWsb8xUHTkLMW5ia89Dzyec6p6AHiu7f289WMY+9WD7WeNSzyuB+rnQGXf3pGNQGjfh3iN0dj11xndr3ewesnKyMEbMe2jsYjtiMf1KTfP9b//1zvJL2L3GoRryTWVmsIZMhhDvK4Z4Da3HY2sPuAaQDmZOVWUXLDfm8bHAHap17UgTsHNsQWqEZDCr0sAYmkEiQoN9JsOtoHu/WTMLyUh0wRkIeCQCipzWAMKdemGtZ1sNwQ120pBMQmOlwUnyGWGF1U1mY0opsJAPq1p/Ai9sgY2nvdXgjXFbJeoxGouJodZirpeF1Vnn1WtAAsiEAzeqVog6+rAekouxQGwB7B4+3u4XIslqdb85Jw3KKU1bfQIN00u73+rAkiQ5B8SztYLWhpGnl1V3AFsq/+MmWXau+GBDy2Hcs3aIImIO2F+nl+rrVUNDDj/V07At61FguWaYTuc054DUt2C5oSCbRU7hoWDlE4sHUBVL8BjzijZ6RmKIsXn2q61k4IEk4/UOeJz4os354xJTV6yeBuzJqgytae7If7ls5YMkWTZVe6sqM02ezUsykWA9llXSjkBf/H9nmEdgewegMTzDodDfW8UAMfr9EAtAmURqVvr8W+2OZ43YnJ7sB0BWK+7HQH5qM+Ox/TX7IFU35/YZ455nxec1+oLxMR7Rqa73w2IspDYjl4iMZLUxPaNfo8WHaHRnI6A9IuC/RFg7Hc6qK+P8xXTAPbt6a8DYCifeR77fW5u43m9nr6PKwDuplkspWC32w2dhHjNKAuKILvPV85rHo/HE4f1Re1+g3D/0tZicIhf8AwMhDpgVbKJZHEBgiSgKWQlmZhC6xEO7Bx3iSqm5JkdHPA37LQ6oPMrOwAXWHq23WSpA5Oa5nsWMs0GlNdilQKrtIYAH5Sa2LmzicmtTcxE4sfMKWD/0L/kPSwOyzJghYuSFfNhbxN0mG0ioQWAAqdyGVWgZKkg2fFWtV04flXFgruwqT3cztCq1rEHvDgMmlRnKahZSSBtThtA5YXJJPmHYH14vUiOy2Gc7w6cMS8UBBvix/taYxvjvgXC35XFSm1O4bMAjhPPUECilANk3H2MTwcrtK6B4Hp1DfeolyrE1tWJYlrM+rfyKUi+y+B5VBEDSm2kcikQz2pSizb5GEKt2JEAmCfB7E5nXhVZBCWX+rzltViFzcRNAO5fhR0hd1STe1WLb99UB+c9fuBtttnLsB5Yjpi5c1lJgFOpB0HYyEYMca95jtfu9bHTNFWQxfP7gL9RlpUeGPcZKXqWfyTBie3uAX7U7UYH4RwzG/M+R/DZS016MMcxOCcjiMCtby/fj2MWdy/iOMVz+Hvc3Rixvc8CqHH8eJ2+XPq532Ob++DT3rkB7gZRjqxfx6OCOT2D37cvzu1ohyE6c/294/hFR6nfiQFaDAXBOoOTo+O8LEsF2/Hc3rnqHbc+I8yL2P0G4Y5bRJoetrg8BGIlraWWNzdWkeypEiSLtHLxAKRkzxtuW+UJpYF5ShWUTCX/OThz5EjOV8SynOznhFk8QLMotJg+mrIPgkdjaFMDIAVISJjEwHFe1MuRW9u1kCG2PisEM+BMePUDjLVUYIXU6o6gpAKekpFgrtHh/r6z597fCeZUXApwLOaQqFdo3Cdvk1rKxQyTkQgs4JRVHGvWFb8W09ARTpbabp9TEKTZPO8mG0vOhZDQ9varB+NOztiKJGfJ/YGpD3hqDDO9CEkVBJpjgpDWz9o4mVdk/QSsKqcPWATm7TmMH17ix51+oKm24/j/Ul9rE8LMJvFqnLcEd1iSgGw42XFvsmfYiTIdv45M1QdguxnMDI4B1wsEczKGW1QBFXhMKC8GgVq1VGeyE4CdCBa/mH0JeJ1MH2Ard894Dg9W87VSJEEZLCtT3X048W822+wVsh5A90ADuPulHo/rAcAIcPPnCPTxmhFA96B4t9vdyRRBQB2v2bOF8frRqRj18xxTO3IMzrUz9rMHaD3witr4yOb3rPvomvF1jl3/fu8Y9NeJLHEfODr6NwqE7ee9H4fRuPbzE52HEYPe24g5P3fsaHci3r+f/36N8BrxvB5Mj0D/iBEfpUKM/Rg5Ub3z0evB+2v28zUC5+fa/Dy73yBcTccsiKymFzIBEEGNnvzVmDSCE78gUHIAUs4zCjN1GAuolW32VHsC3xq3K/M+ZJZZ2Cb5tTKCFt3/F0FYdSyE4MnlLNShOGNICQZfURDosyw8GWQDnqkYKx6lHSdMasR7OJXciBiQntFyqHMcAeYNNzBfJTNq15jI5sNTAJKRFWCfbBcAPpZ0SCo4xqnmmU6DwB0AgnVo6InUdSAifk6q68D08tErb/0IswL3xer1oS2AVBzsm3YcUKV4RRtq78boLlQX9Hc+PR6n77uOH94vFJOksMakCFA8oHbUH/Fxa5y7j5m0geTZ7VnxFULQ7oMyw2IQorOnJznczQEoHrA78Yr1GfUPxCLVkZQWIh3mwFpTVJCLPeOJwxxautlmr5L1gO69MGMjMAqcShki4Img71kAprdzzsA5EBYBU0zL1gNJtimCqvhaLyHopQ2jdo0YzQjiRjKR2JYRK/oshwjAnSqh/fujOT3H+PfX6H/nz3he72yMrtfPTbx/lMrEPsc1dK7v58bo3Gvn2jUa99F9+t/POX3POv/ca+eciHNrN/ahn4/Rdbmm43P74WHCAagyA4oEVhgRnbpu2wP4gm68ALWan2FD25ZXiG/XSy3YQx2sfU4IshpYn03oCpXkAaDZt+ddPlEUWbMFpE1S9dwCY5DZD9KIWsgsKpKzi60oUQODBM8ny0IN+gt8Yfg6mEWQJCElRXJkTZA6wWQuCgdp2oYvl8ZuXiXFTtoxxVl43yhAmoCStYJiV5GdVOs8woqvUFYyObBf0ykQJkBUOMiFSYgrh6+nWvek7Yy6+B2t21y7gyBNpw4QSGu9l8lU7C5kgAnAGVhobbd1IWI7Gs3Bc+fgBGZTzNN9yFXngh+Soe/sgzssgDaAWx0Ua5nJm6JDlnyNK1oSRs8A5DskTKjI1cd86OxHzatfP0e0+wlMRbGzS2KFYFFuqfr4qo1R9uvtkmUiEp+vJGH3qBs7cO2qxThAJnstFXd4CuoTIKfbnptt9ipYz0L2QGjErEbd+Ijxo/HvHiT25/eSgB58Rea7Z95HoDzKXHpA/TzgEfvYA/E+p3Tsdzw33ieOEaUFPGYUVNmPKa8Rr8u29KA+zlHs46hdfbaU0b/YN7LcvTRpBOT7uIHYF/4e2z0qsjOy0TVH4Hi0BuNrkbE/B3LPOYpxPOL49gB55Hj0c9Kz43Hc+iw85wIwezAd7xP7ME0TlmWpWvH34gTT7jUIJ3AwQO1gzcdySlLBRSkGOdKUDJiUbCw1AMD1p44u7VhnPJN4kREFSj65calgwcCbpTNsFfz48ZdhmGonimxReBBPy1aXV9UZu7xETDZTlScFyBlYsjGfU2rSkZoi0Pu9lNUZQ6nc8KKKUlbHpY0hV1i+8Z1IbScEtXLnBGA/Aw9nxSGj5mE3fXjFuQYzS0sfCCDcQ7HCpClHLSZLSMBFEuxTY+zr7oDPKQsh1UfSWWCCdcoR6FzZXDeQqWoadgPMNhIz+y9evEg8Y4yPKQsa+dCaDAi2yyKAxQT4T/G+T8mupaHyUQXUegqFT+F6aZ319vakLh0EhLdqddBiudG1XoIPPoM+w6LwcRS/f3MYWsva3555xDti/UyVyTZ3JWNOLBIFHLRUqZXU+6oH1iZcoGCWhBUC8eBjzl2NexCTXrFokoR2qWZbnyUheUohy0qUPL/8Zpu9WhaBUA+yexBbSqnFfaJet2eeI6iapulO8CfvOwKqPXtN67OqULbROwn9PSJ7zUqEEcDGttBiYCTfj4CGutzI5PbSjsjs7nY77Pf7mhOc14lSFN432gg8815RL8y5GYHN0ZhwPGO/6BxwPuI8RllDHDdem8fFvsX5jwxzBKRsCwNqR+3sHahnsbwjG+nn2f4+NWPUSrO9ozHs28j7RMcwXpuv90GSnDs6mD2Q7x3cXpcf571vcz9HfftGDsvz7F6DcHVW2v4gmG7v84tckrFmqoB4kJp4SXAFjPUWgw3qQXsZxpob8JMAaEwGkQKTSTDEm9b7+jGTANMkDp7tWnHJi6OmlHyrvU5mKwVfirF+BYUZGa3/Dh4NACvuYBIR0wmLeNCmFeKpffH+T+rSGofurPAJBQ6rF6XxvrnbYXr3yUB10sacGxCmKMJ3CQQoqzXu6BKExTEmjzSHCjUbBxC5V7+2g7Y60WGs2sEMszSniMGBxoI7oBbfBeAD6uOp0uZnTgl7+Nj5OQK1yo8OnGcf3+J9sK2EFBEkV0jzxtWAbVRl23sOzEWgNZuJnPxgonGB3XsC6j8BkKVVQxWfI47tyS6BT2SF5MqnIa5rAcUu6s8L1ORMx6JYtGXv4Rwmsdzda6bSP1meeEk4ArWYj0iMT0Cd7wSpWn6Oha01Y/sz10xKEJlqPMFmm71K1gcm9ox2/IKPICseN9KdjhjdeL14LwBDli8el5IVGolgsW9fdAp4TRErtBOL8ETwyPY/D2xFCUoEObF9PUiMQGhZluE9Yr9im0bgmX1hFpUYzBmPGzGjEfz2cxB/npun6Fj0LDnbzvZFkP0sXXI/d6NjRnPR/96vx+cBzH6O4v3jXPL8vrQ8rR+Hnvnu7xXPU9UTZ4/3jTsOoyDeXuN+LvizH9N+jEbP7fPsXoNwIII0cTbctbHaAEWDgw6Wa5QZwbeBAIJHQkARQNIEZA3VOdHeq0CltaTeB/6QCfOBt6PpPDjebif43wSjAgN4ayE4tbYTc2YFRO0YrmFerrbHpRtVTh4cF/Ebsj9JghTBx6moYoGwJlAD4eISj9Sqclawh3YJDjcB8eQam5Xth9QdCS77EttgnYh/nHpafr/kAFkUJ7NinheBbVwtdBQk4FytjPoswF6MPScoje2w4FeT1kwA1up8NQdHhB/QCPfhavRrttuftC3+RuWzsjs4lSMJtMYPpHB1+JyyrXBHrK7Sk3zg8cuhXUDqHdpYA8CxOn52/IS25gtszikXympOXIltq/1jW9yJFFe4c87CTRXJSfbWj7Ix4ZvdA+u/rIEGwvh+/Dk6fwSMgbus5IsAgAjkeiD4PIuSkp417Fn/HiD3LCdBy6h98fceTPJez5I3RGnEOZBMIwsemfF4zDnm+1ntjuMx+vcsi3PdjwEdt/heD2IjGOzX3DlwLXKXaX4eYI9/9+uzP2YE0kcO5bNs5Cz0NloT50B7v3bPWRzPcxlQIph/L3a/QXgScLdf4IvPwQgD5qRqOlyKAPuyr6DWjcCX40oZQkrJ9CwiVepS0+OBYLxjbL1FAs8wIQEc8x51UTQVsTKrSTim5tyurGHbql8B12Q7/FMC0gYWWwVEd06EQI6gDVW2Y2CcDwPZab+OCL2HCJ2qpIba7xrSJ6iBqepAe5oS5mlCyRmlUCKBGijIdgGw1H4cT2m9Fvda4vov2oI1k8S0lH6++1sNnNrVGHAae2SBtJ5WkjsTaGuGR9Ipmem8nMwpx1dqisL4GaAOOOuLETXzp2dBEXrzMBaZzmVKUXtuZnNpLbRHg7s9rW+9m8R5jA7EXRcHFSRzB2ANzbd1YM9eLKik7kQqFCULdJqao6b0jzgG0TGxfyK2WDneNmc+90UhUjYQvtkraSMwxtf7bBf98SNQ2QOLHjT2oG3Uhr59EVDE+4zY53gPMt8RhMfr8tgegPds6ghojnYP4u/nGOV4vXNM6qj/PI/l7SOL+iKM74gR7YHduSDW0Tz38zBqc5z7OLbxmj0IPweKR3PQ96s/b+TwxPEarZ/RvdnPZ90vXv/c/WO/ec1+7dCiBKdny/v7P8uRGKV35Jy9VyB+r0H4vNthQW6YwsEqgy8zEa82Li+BQV8NfjAIzAg5CikSSrEgN2POPaiyY8NbvRifHG+K5U92hq8A6khXHawAEQzb/7OapCM7oBOY9KVqKchcEtVn62cyhFRbZqdbMCaSf4D7fUzzx2wlJsAhe5xcRx+G085Ldr1jjqDNc44XA9l0UCjtEQA7b7ioILGvddG3Bb9qcySU3a1+RHsokqcaJCCk0YESz3k+wSQNbXuAD6MnpHZgN4ucAEcea7p1MR2/8v2m2y6Q+vfibbcl1X2A8ANwEityU1dOQZiw1o+QVSVi0+a0Se2j+PEKKytffOAm4MTBXNSAa0oWE6HZ13cA/orT8cx6uuXLharVEbQxmOsU2auTO39Fkq0j1TpOWYCcSx3nGhhdx8TSRWaoPy/czWjrS1U90NN3PpKlH91ss1fN9vs9jsfjHR1wBHg9eKXFz5FerhGPIWAETnWxEXg9i8kk49vLYUbn8NioWee1ev16BFij3yNLTV27iGm8o1Sg3zHoQTiBZkoJy7LcAWq8Z7zmKOAysvn9rkCf4q8Hi88Ccfx7FKQ4Yshjv3qpRu98cU31Tlj8+9w8xnXQy5X6ddb3dTQG8bVnXaOXJ0XZEvXrzwqSBO7GBvR9H7Vn5Gj0jlbvOLFdvfPcO1U8ln0ppdwJiH6e3WsQvpt3KBk4rtmqVKKxeoTE6nm37Ztda3aMisHRgDNgQC85a0jeEIAXArKBZ4AiCEpEsKspJuzN3X6y7A+FuSgINgEtzmSqUuILVc/jfcd5lAryAMU0pcocT0mRi0EZEQOhSmQPOg5NFsE2p5ScNS0eFApA5GQnoOD0YZt2wD5NxmDnghni2UZSBeocM2YvOagD8JQwJ8FUiksTmgNSEBaht0sR2HG+Im0M4G2j9ILzp/Dh12IMvE9ggXoVU9MWzxVgC+bdhFyAm+Ny4nysAJ5mC9SNq8TaLF74qNQKm6dhu4Idt0Jh8QBrDgGJdU3yQyCuNL+GZwRhwGdzfsyZkJSw5gxCVYVgUmtXVgOzGXRubLzz6qxyIaa3K84CqEyed9s6XANU3euxfO7W/oymNbfXrGF7mawgU8kQJEyqWANoX4HqHNEtZLfpjKbJ1gDX0OoTTBdtyQUpA3Pa4XI34cHVDt/4Fjbb7JWy/X5fQeuyLCfvjdjdHgz0oKYHkLSosx1lehhJPS4uLk4Y7MgKRvAR23GOsYztZ9GfPoBNpOne+37FPvUAJgLYHnDFsaM0o3cSIqDtHQ+CJhYr6qU1kdXt560He/3r/fg9j2Wm3psBoTx/t9uhlILb29t6PMeEDl60PkAxVjmNczHPcx07gt+47s6x7DQGMsb3RvPSO3Sj8eUxfEaiUzlylnjMCTbpdoRGOw2jgkw90z3K+BPf68F37xBQwpRSwsXFBV7U7jUIn+YJWIpLDbyItjNk82wgmKCifjiJGArJxTNleJkaZ13XilDgbDSMmay6WjuO+KHNkwewwYFWJlvngSFQbw+AotiJMd0F7h8gmUbawZEBUGNcU0rYz0w9Zxvzhvlb0CApYhFmnrDXai5tkdqtmmFDjRlWbWGU0ekgYy3JgkaLWOEgK9SCENjYdOciLs1gWkVYGkdJ0ipuJsomHKQiwFB+6LvDBHrVPhGWqSYAblgBo1y09rHohJRgOd05XWJjM0nyTCiKVRXqGymSJi/SRKgvgPe3DpzSYeFw2+AUD/adJ8FuEux3cytyA8Wa3VnyS02Tb1l5phAjxRmNYGB0TjMkmayqlFL1+hLyCe7mGVpyHavsgL54+0WSFzPyuZSEXNYGeG1h+/wVf37iXkgbjextU3d+YvBs8Qmx+ARn0p29ztWZNba78FlzD4z9sen10GCRupgS9ad+DXvWEyRN2O13eOO1B9hss1fNYvYKGsEAGV9+2ceMJAwKjNve8fzIpsbXI8B9FnAm4OnZ8ghCd7tdvXYPfHo2OqV0wmCz7z3gpvVM7bMY4di/eG4cBzLDfdt6ENcz1RHAp5RwPB5P2t7fO/4dgVwPCHtQSsa6b0ufmST2h9eNmXX6zDbRgenHK7Y1nj/PM/b7/R2HZBTE2LPCcdx4La6XEcu/3+9PAPeoOE5cn6OAydgHnhOtb2O/BvhelFjxuF6yEsc3ZkuJ7en/jZwKzu9+v78zH+fsXoPweb9DWoDkoMxAnxijOs9WFttTNMtkJbMhUiUTrKypsQolQLoRBNUnmu4kxm6rOhtqg7+bdoCD5nVZoJneE0yKoJbhRNVum9SAac0G4oB1cpDCvsg0YX+xw9XlDsfjisPhaNcAoFrA9Hm2ELyvhfIQXtcAmN0vPmD+MArLCUUjAy+u61YHdnakgTqFJMunEgof2pGi2KUJSKatB4BUzBExp6dp5imxMOzuzHpxqYxIrdapYuNWBPZHlSJIc7AafuOfaIjPP8TcUVNdPTjUH0I11jmB6QcThCAV4QGGQgqgySGzeEYPEexm+4CKYoqs9JAdZAs5fHMabGQTRxhk+U0+09pNzTt8rESSp+4r7gwqppSgpXilTF9vkjxPvDsMdYykBksq7y8JqhkpTXVcVfNJJpNUHY/uXDqh7sDUfN5Se1vHS7zv1Hpb6801oANoz2Zbx4VeTDL26mK/x9XV5Qt8Umy22cu1i4uLylZGRjcyjT1zOgKjEXg8S+vaA6gIFAlSyaCOSsz3MpkRK9iDnGmacHl5iaurKxwOB9ze3g6Z0djXeL3Y/z5zxrOY2NjvXjIQxy0GZkbgRDY4gl6y0dF65jPOA8FWPK93LOK5PQiPbY794j+y9f16iWsojk9knntwy5+73e7EwYrzyr5yDY2cj9jG0Q5BP8b9fMZKpnwtBgePdPD93Pbs8ygoOd6X13iezr+/T1xL5yw+cxw7jvMHngnngF1c7nDMBUteIdOE49E/THKBHotpnwUOIoG1NA1VOfF2ycQapCCDm6RUsENJxW4/4+Z2xbJmO84n6uLywgDMmrEcjwbUtAArsOaWq9NYzoS1BA8fBqgFJklhWxSKh5cXeOMjD/GRNx/g2+8+Qfl2Rl6zAZyQxk6hyFqQM1lip8C5QCZzTg7H1YTnod8AvJAKP8CsVVIMbIqm5rSoSWhmEcicKrBCYv5w1wEXxeXOZTmw1/YFyIlBnBa0uZ/UWVUHYWrSEXHPajLavM5OUfH4ULWc0QDymq1mCx8ko5Ytd7UCqBILeKAg8GAWrNnAuQgwi7G06nr5JIBMNl+lOCMNxX6foMXaoNlaPrnjhyRYVXA45Fqt09huZ3V9SnLJyJ7n26bplHmxVHwF4DwDQLHUg2W1cZunCWs+uq9IB0ow7SaURVHWsPXmw5Ar48GxtDfXugp9nLVgni6qZGo5riAQBmD57t0J5WkK4FiY10aw+pgrcKIPF/BLoT50zd1TBZJA1MfcbzjPqRxcIAAACZdJREFUk3+QApJsbez2E/aXO6T5PBO02WYv27gOHz58WFP4kWktpVTQFgEWgKG+91n6WH75k8md5xkXFxe4vr6uafsISK6urmobbm5uKngkQ9mD4R4oRWY+gpwHDx7g4x//OD760Y/im9/8Jr71rW+dpPjrZQGxgmMPFkVMH96DYY4VLYKeyMTGsReRCoIiICawzTnj8vKyspWllBP5EK+x3+/vADe2rwfCvFcE/Gx773Rx3vrXCDDZFrY9SikiY05QymvEPkS9dXRybm5uTtrXa/yjZKMHtBEs92x5HOt5nrEsywlYBlAdgFFayf7v/vc4x3SgVBXH4/HOHPWxE6Mgyv6aPaPfr7vo3MUx2u12J7sdlKJcXV3d6cc5E72H316/+7u/ix/6oR96v5ux2WabvSL2ta99DT/4gz/4fjdjsw+5bd9Nm222Ge1FvpfuJQgvpeB//a//hT/+x/84vva1r+GNN954v5v0vtijR4/wQz/0Qx/aMfiw9x/YxkBV8fjxY7zzzjvDILTNNnuZtn03bZ9JwDYGwId7DN7L99K9lKOklPADP/ADAIA33njjQzfBvX3Yx+DD3n/gwz0Gb7755vvdhM02A7B9N0X7sPcf2MYA+PCOwYt+L23U0WabbbbZZpttttlmm71k20D4Zpttttlmm2222WabvWS7tyD84uICX/ziF99TKpgPmn3Yx+DD3n9gG4PNNnvV7MP+TH7Y+w9sYwBsY/Cidi8DMzfbbLPNNttss8022+w+271lwjfbbLPNNttss8022+y+2gbCN9tss80222yzzTbb7CXbBsI322yzzTbbbLPNNtvsJdsGwjfbbLPNNttss8022+wl270E4f/oH/0jfPKTn8Tl5SU+/elP4z//5//8fjfpu2Y/+7M/CxE5+ffWW2/V91UVP/uzP4t33nkHV1dX+It/8S/iN3/zN9/HFv/h7D/9p/+Ev/JX/greeecdiAj+9b/+1yfvv0h/D4cD/s7f+Tv4+Mc/jocPH+Kv/tW/it/93d99ib34w9nzxuBv/s2/eWdN/Nk/+2dPjrnvY7DZZvfRtu+m7btp+27avpvei907EP4v/+W/xBe+8AX8vb/39/DlL38Zf+7P/Tl89rOfxe/8zu+83037rtmf+BN/Ar/3e79X/33lK1+p7/39v//38fM///P4hV/4Bfz6r/863nrrLfylv/SX8Pjx4/exxd+5PX36FJ/61KfwC7/wC8P3X6S/X/jCF/CLv/iL+NKXvoT/8l/+C548eYLPfe5zyDm/rG78oex5YwAAf/kv/+WTNfFv/+2/PXn/vo/BZpvdN9u+m7bvpu27aftues+m98z+9J/+0/rTP/3TJ6/9sT/2x/Tv/t2/+z616LtrX/ziF/VTn/rU8L1Sir711lv6cz/3c/W129tbffPNN/Uf/+N//JJa+N0zAPqLv/iL9e8X6e+7776ru91Ov/SlL9Vj/u///b+aUtJ/9+/+3Utr+/8r68dAVfXzn/+8/rW/9tfOnvNBG4PNNrsPtn03Ndu+m7bvppF90Mbg/4XdKyb8eDziN37jN/CZz3zm5PXPfOYz+LVf+7X3qVXfffvqV7+Kd955B5/85Cfx1//6X8dv/dZvAQB++7d/G1//+tdPxuPi4gJ/4S/8hQ/keLxIf3/jN34Dy7KcHPPOO+/gR37kRz5QY/Irv/Ir+L7v+z780T/6R/G3/tbfwje+8Y363odlDDbb7FWx7btp+27avpvMtu+m92b3CoT//u//PnLO+P7v//6T17//+78fX//619+nVn137c/8mT+Df/7P/zn+/b//9/gn/+Sf4Otf/zp+/Md/HN/85jdrnz8s4/Ei/f3617+O/X6Pj370o2ePue/22c9+Fv/iX/wL/Mf/+B/xD/7BP8Cv//qv4yd+4idwOBwAfDjGYLPNXiXbvpu27yZg+27avpveu83vdwO+ExORk79V9c5rHxT77Gc/W3//0R/9UfzYj/0Y/sgf+SP4Z//sn9WAhw/TeADfWX8/SGPyUz/1U/X3H/mRH8Gf+lN/Cp/4xCfwb/7Nv8FP/uRPnj3vgzQGm232KtqH6bN4+266a9t30/bd9F7tXjHhH//4xzFN0x2P6Rvf+MYdD/SDag8fPsSP/uiP4qtf/WqNRP+wjMeL9Pett97C8XjEt771rbPHfNDs7bffxic+8Ql89atfBfDhHIPNNns/bftu2r6bgO27qbftu+n5dq9A+H6/x6c//Wn80i/90snrv/RLv4Qf//Eff59a9XLtcDjgf/7P/4m3334bn/zkJ/HWW2+djMfxeMSv/uqvfiDH40X6++lPfxq73e7kmN/7vd/Df//v//0DOSYA8M1vfhNf+9rX8PbbbwP4cI7BZpu9n7Z9N23fTdt3013bvptewN6viNDv1L70pS/pbrfTf/pP/6n+j//xP/QLX/iCPnz4UP/3//7f73fTviv2Mz/zM/orv/Ir+lu/9Vv6X//rf9XPfe5z+vrrr9f+/tzP/Zy++eab+q/+1b/Sr3zlK/o3/sbf0LffflsfPXr0Prf8O7PHjx/rl7/8Zf3yl7+sAPTnf/7n9ctf/rL+n//zf1T1xfr70z/90/qDP/iD+h/+w3/Q//bf/pv+xE/8hH7qU5/SdV3fr269J3vWGDx+/Fh/5md+Rn/t135Nf/u3f1t/+Zd/WX/sx35Mf+AHfuADNQabbXbfbPtu2r6btu+m7bvpvdq9A+Gqqv/wH/5D/cQnPqH7/V7/5J/8k/qrv/qr73eTvmv2Uz/1U/r222/rbrfTd955R3/yJ39Sf/M3f7O+X0rRL37xi/rWW2/pxcWF/vk//+f1K1/5yvvY4j+c/fIv/7ICuPPv85//vKq+WH9vbm70b//tv60f+9jH9OrqSj/3uc/p7/zO77wPvfnO7FljcH19rZ/5zGf0e7/3e3W32+kP//AP6+c///k7/bvvY7DZZvfRtu+m7btp+27avpvei4mq6svj3TfbbLPNNttss80222yze6UJ32yzzTbbbLPNNttssw+CbSB8s80222yzzTbbbLPNXrJtIHyzzTbbbLPNNttss81esm0gfLPNNttss80222yzzV6ybSB8s80222yzzTbbbLPNXrJtIHyzzTbbbLPNNttss81esm0gfLPNNttss80222yzzV6ybSB8s80222yzzTbbbLPNXrJtIHyzzTbbbLPNNttss81esm0gfLPNNttss80222yzzV6ybSB8s80222yzzTbbbLPNXrJtIHyzzTbbbLPNNttss81esv3/PnQjzyBbm/0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage import io\n", "from skimage.color import rgb2gray\n", "\n", "org_image = io.imread(\"images/MonaLisa.png\")\n", "gray_image = rgb2gray(org_image)\n", "\n", "fig, axes = plt.subplots(1,2,figsize=(10,5))\n", "axes[0].imshow(org_image)\n", "axes[0].set_title(\"Original image\")\n", "axes[1].imshow(gray_image, cmap=\"gray\")\n", "axes[1].set_title(\"Gray scale image\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "54fdc289c65a61d0", "metadata": { "collapsed": false }, "source": [ "## 2. An Order Function Based on Point Similarity\n", "\n", "A matrix order function is an order function $\\mathcal{S} \\rightarrow \\mathbb{R}$ given by a *quadratic form* $s \\mapsto f_s^T M f_s$ where $f_s \\in \\mathbb{R}^V$ is a vector representation of the feature/separation $s \\in \\mathcal{S}$ and $M \\in \\mathbb{R}^{V \\times V}$ is a matrix encoding pairwise relations between our data points in $V$. A common way to find a matrix $M$ associated with the pixels of an image is to build a *Laplacian matrix* of a *similarity graph*. A similarity graph usually is a weighted graph $G_{sim} = (V,E,W)$ on the pixels $V$ with edges between pixels that are sufficiently close together such that we can assume some kind of spatial relation. The weights $W: E \\rightarrow \\mathbb{R}$, usually positive, encode some form of likelihood that two pixels belong to the same segment of the image. The pairwise information can be arbitrarily sophisticated and the computation might involve very complex methods from computer vision and artifical intelligence, but a very basic method works quite nicely and suits best for our example: The edge weight between two spatially close pixels is the *pixel intensity value similarity* weighted inversely by the *distance* between the pixels' location. \n", "The details are not very interesting here - there are multiple ways to implement such a similarity graph, the tangle library contains a useful implementation for your convenience. If you are interested in the details, please consult the documentation of the functions [grid_distance_graph](https://tangle-software.github.io/tangles/reference/api/tangles.util.graph.similarity.grid_distance_graph.html) and [image_to_similarity_graph](https://tangle-software.github.io/tangles/reference/api/tangles.util.graph.similarity.image_to_similarity_graph.html).\n", "\n", "We first create the similarity graph. The graph is represented by its *adjacency matrix*, i.e. a matrix $A \\in \\mathbb{R}^{V \\times V}$ containing the entry $W(u,v)$ if $uv$ is an edge and zero otherwise. " ] }, { "cell_type": "code", "execution_count": 2, "id": "5bdd10a662c504c8", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:13:00.724406Z", "start_time": "2024-04-21T21:12:59.666608Z" }, "collapsed": false }, "outputs": [], "source": [ "from tangles.util.graph.similarity import grid_distance_graph, image_to_similarity_graph\n", "\n", "A = image_to_similarity_graph(gray_image, grid_distance_graph(gray_image.shape, max_dist=3, normalize=True))" ] }, { "cell_type": "markdown", "id": "87decc1d39545e20", "metadata": { "collapsed": false }, "source": [ "The edges and their weights can be visualised in a quite nice way. Such visualisations can be crucial to find meaningful parameters for the similarity computations and to debug the implementation:\n", "(if the notebook is run in mode `matplotlib notebook`, the following plot is interactive)" ] }, { "cell_type": "code", "execution_count": 3, "id": "d550d9027a428396", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:13:00.847740Z", "start_time": "2024-04-21T21:13:00.730029Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tangles.util.ui import XYPicker\n", "\n", "zoom_half_size = 5\n", "\n", "_, axes = plt.subplots(1, 2, figsize=(10,5))\n", "\n", "def draw_image_zoom_picker(ax, sel_xy):\n", " marked_im = np.repeat(gray_image[:, :, np.newaxis], 3, axis=2)\n", " if sel_xy is not None:\n", " min_y, max_y = sel_xy[1] - zoom_half_size, sel_xy[1] + zoom_half_size\n", " min_x, max_x = sel_xy[0] - zoom_half_size, sel_xy[0] + zoom_half_size\n", " marked_im[min_y - 1, min_x - 1:max_x + 1, :] = (1, 0, 0)\n", " marked_im[max_y + 1, min_x - 1:max_x + 1, :] = (1, 0, 0)\n", " marked_im[min_y - 1:max_y + 1, min_x - 1, :] = (1, 0, 0)\n", " marked_im[min_y - 1:max_y + 1, max_x + 1, :] = (1, 0, 0)\n", " ax.axis(\"off\")\n", " ax.imshow(marked_im)\n", "\n", "def update_zoom_img(sel_x, sel_y, ax):\n", " sel_x, sel_y = int(sel_x), int(sel_y)\n", " im_idx = sel_y*gray_image.shape[1]+sel_x\n", " min_x, max_x = sel_x - zoom_half_size, sel_x + zoom_half_size\n", " min_y, max_y = sel_y - zoom_half_size, sel_y + zoom_half_size\n", " sim_im = np.zeros((max_x-min_x+1, max_y-min_y+1))\n", " for i in range(min_y, max_y+1):\n", " for j in range(min_x, max_x+1):\n", " sim_im[i-min_y,j-min_x] = A[im_idx, i*gray_image.shape[1]+j]\n", " ax.imshow(sim_im)\n", " ax.axis(\"off\")\n", " return sel_x, sel_y\n", "\n", "picker = XYPicker(axes[0], update_zoom_img, [zoom_half_size + 1, gray_image.shape[0] - zoom_half_size - 2], \n", " [zoom_half_size + 1, gray_image.shape[1] - zoom_half_size - 2], \n", " draw_custom_picker=draw_image_zoom_picker)\n", "picker.callback_object = axes[1]\n", "picker.show(120,35,with_callback=True)" ] }, { "cell_type": "markdown", "id": "604dacc0df6f48d3", "metadata": { "collapsed": false }, "source": [ "The left picture allows to select a center pixel and its neighborhood, the right picture shows the weights between the center pixel and its neighbors: yellow values encode high similarities and purple values encode low similarity (or no similarity at all)." ] }, { "cell_type": "markdown", "id": "103d34f98e796b90", "metadata": { "collapsed": false }, "source": [ "The most natural way to obtain a meaningful matrix order function from a similarity matrix is to create a *laplacian* of the associated graph. There are different types of laplacians of a graph, conceptually simplest is the *combinatorial laplacian* $L = D-A$ with the diagonal *degree matrix* $D \\in \\mathbb{R}^{V \\times V}$. Using this matrix, the order of a bipartition $s \\in S$ is proportional to the weight of the cut induced by $s$ in this graph, i.e. for $s = (A, A^c)$ we have \n", "$$|s| \\propto \\sum_{\\substack{uv \\in E \\\\ u \\in A , v \\in A^c}} W(u,v)$$.\n", "\n", "In practice, a slight variation of the combinatorial laplacian, the so called *normalized laplacian* $L_{norm} = D^{-\\frac{1}{2}} L D^{-\\frac{1}{2}}$, works a bit better. This laplacian implicitly puts an additional weight on each edge taking some kind of *connectivity importance* of the end vertices into account. The details are not extremely important, the basic correspondence between the order of a bipartition and the cut weight in a graph still applies.\n", "\n", "We create the normalized laplacian `L` and a `lambda` expression implementing the order function based on this matrix `L`:" ] }, { "cell_type": "code", "execution_count": 4, "id": "9ae900b92c559df3", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:13:00.950877Z", "start_time": "2024-04-21T21:13:00.850054Z" }, "collapsed": false }, "outputs": [], "source": [ "\n", "from tangles.util.graph import normalized_laplacian\n", "\n", "\n", "L = normalized_laplacian(A)\n", "order_fun = lambda S: (S * (L @ S)).sum(axis=0)" ] }, { "cell_type": "markdown", "id": "806cd4244d4f89f8", "metadata": { "collapsed": false }, "source": [ "## 3. The Features\n", "\n", "Next, we need our features. As mentioned above, we want to use *spectral features* derived from the matrix `L`. The library provides a convenience function [spectral_features](https://tangle-software.github.io/tangles/reference/api/tangles.separations.finding.spectral_features.html): " ] }, { "cell_type": "code", "execution_count": 5, "id": "ab73dee00ebdcdcd", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:13:07.631002Z", "start_time": "2024-04-21T21:13:00.951807Z" }, "collapsed": false }, "outputs": [], "source": [ "from tangles.separations.finding import spectral_features\n", "S_spec = spectral_features(L, k=19, return_eigenvectors=False)[:,1:]" ] }, { "cell_type": "markdown", "id": "a467e61344d5150a", "metadata": { "collapsed": false }, "source": [ "To find the spectral features, the eigenvectors corresponding to the $k=19$ smallest eigenvalues are computed and for every eigenvector a feature corresponding to its positive entries is created. The first eigenvector can be discarded as its entries have constant sign. Please note, if $f \\in \\mathbb{R}^V$ is an eigenvector corresponding to eigenvalue $\\lambda$, then $-f$ is one, too. Therefore, a single eigenvector delivers one of the two specifications of a potential feature, but we don't know which, and we don't have any reason to prefer one specification over the other.\n", "\n", "A strict mathematical explanation of the meaningfulness of these features would distract us from the more interesting things, so we want to limit ourselves to a visual analysis of these features. Let's have a look: " ] }, { "cell_type": "code", "execution_count": 6, "id": "1a7abc94153ad8e1", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:13:08.955905Z", "start_time": "2024-04-21T21:13:07.730004Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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e2GxNxe1i23+Os8trQ+Vsorv2yKQstU8gKsF9gvVT6ljhbqZcbgbtSNubY4mNBdm1makNsL9ffcscQMgyAj/aiwc+moJrYi7mZkQiaNlx82+XKsRd5YyznVeYvakAALWgwvF2K5G0KhIqDw+zb48qzqL7BKKbuE+wbkoeK5Rl/KWWiO1bG+IZ21v3io0F2a0sKR/fr+1g2QMISUTg3N3o/8x4bB/5AKTsbMttm6yKVlDjZLsvkLg0jOOrrYQi+wSim7hPsE5KHis8PH9qqXsu5l4PQ8O5Y5DYJ8gmmwqAjQXZsVVZdRH0sQLDkGQZmt8O2vTsQGQaakGF+A5fILNLtNJRCAruE4huKtknxM2vo3QUuqnJxgmoOUeBKaZlGTU/KL7n4rscTzScNwa/dgxFzTm7YDh7zvJ5TISNBdmtzxc8CrmwUOkYRJj45jrIbRsrHcOhbcpzxoZxj3CfQFZhUZs13CdYgU15zohcUwRIyi1zWXPOXixv3hg1P9gFMS1dsRymwsaC7NKUy80QsK7sRdGILK2PexYShuggaGzvRjx7MX53f06kQFajs6ue+wQrMH53f+VHF0iiXQ2bZmNBdie2KA9/LWgNMTNL6ShEt/zc9WOoosKUjuGQYovyEPmxXukYRKVwn6As7hfMg40F2Z3uf46Fz+e7lY5BVEoDJxecnuZRaqE+sozuf46FfOCE0jGISuE+QVncL5gHGwuyK0n6HNR9O1PpGERl2vnQx1A1qqt0DIfCfQJZM+4TlDHoXEfUe+Wq0jHsEhsLsisSACG77HmhiZTmp3aBrOFu15K4TyBrxn2C5V0Tc3H6s3owpFxUOopdYjWTXVEBMNSpAU1wkNJRiO6gFdSIH+audAyHkqD3hSxKSscgKhP3CZaVJuaiw/Kp8F3O4dLmwsaC7Eqo1h3rv10Ct68KlI5CVKbXH/kBqib1lY7hEA4WFuG98UMgpqYqHYXorrhPsJy+cf0R8iabCnNiY0F2x0vlAmc1Z3og6zTU8xoyGngqHcMhjDgxCLpf9isdg+ieuE+wjEJZD7xTHZBlpaPYNTYWRERkl5xX+ygdgYj+Y1OeM/66OaggesVotJ08Citv+Ftk205pvN/K3LgyCxERERGZVGxRHiK0OmgFNQBg6pWm2Lw+BsHbs3C+hxc6PbYf4auvQYxPxLpzXTFrqDOO9/gE7irnOz4rTypCoWxAqiQjXOMCtVD58+K9zzwG4RKHRZobGwuyS2qBlzqJiIiUMqXlEzjzSU3Etv8cky63xp+rWyLo412QAdQ56YyEuc6QshOLX7znGKIPaND6/GTk1yu+nPFZu5V4wNkAABiS9CgS10Wh5sYLODWjJgQ3A5xdi3CgzWdwVTlVKM/xUyGISttnjj8q3YaNBdklUeaCQ2S9siJU8FI6BBFZDXvcJ4ipqYgYXYRH6w6FJiUdASm7bj0nFRQABaUnWZENBgS/++9rPmjQG+966AAA6qx8+MfuggFA1OgUAICgdULPls8j+7UcLK+3Bg2cXO6a5UhhIerNz4Rowj8flY33WBARWdj0/t8CKrXSMYjIStjrPkHMzAL2HKvSmhHiyThgzzFgzzGIsQl3PC/riyDsOgrPbokYNHvKPT8rV9ZCTr5c6QxUeWwsiIjI7nyaWQteJzOUjkFEFlD9SJ7SEegmNhZERGR3NlxuUnzGk4gcXnV1PgpjopWO4RB4jwUREdkldXQEoBIAQYB4Kl7pOERkJimTDLf+v92xXnCa5wtJKyDopQR8UGsjgtVOuNzGCSHbFAzpINhYEBFZ2AMuZ7Gkby94rtujdBS7NaX2NiT+4A+tIEINCd/1vB9i3BmlYxGVifsE41T7xh39Ah/ClVxPeA3Ohph6FgCQvhF4cefj2BsXhuh39oHzRZofh0KRXeJ0s2TNwrXuyKjL3a85dXUtxAvVkjHC6xKGe11BUn/LLMBF5qeXRQw61xH9kh6CXi6e50eUJQDF6x2E/zYMf+Srbj0+IOlB6GXx1i9rxH2CcTy+3oNzC6Pg2v8GxNTSa1VkjamB8NUSZIPhLu8mU+IVC7JLnG6WiG7XsssJXH1D6RRkjJEpMcjSu6BdtUSkjwiAcDUd3aOGI/vVbOT+WgOvjlyLheceRN0XL2He151wJWAfVl5sC2GSJx7HoOIPEQQ88eWfGFWt8rMUkXXzWrunzOlkpaOxsL/5tqwXGwsiIiKyWqIsodn+gQh67hrkvHz8EhED6cRpAICQmgrPboAnEvFq9QEIe3U/DAYD4vfGYOXXfpAPn4YslW4i5q9+AqPGLVTij0Jk93jdjezSgOp7Id3fROkYRHclOcmAwCtrlsLhkZZ1pLAQdZePRr2lYxD68/NIMeQgS8rHBUMOwrY/i6gvRmNfoR45UgEKZX2p92aIebhgyMEFQw425Lqj4aKxCBpyEWJaOqS8PEjHTpe5zdCX99wa7hI2fQ/kgycB6c5z2L6x1jkk5r6H4qGuZm/L5JGj4RULsktdXQvxal0X+P6jdBKisv3Y/0M8e3wyPL/kzZqWEOOViA0NHuAUtBby7PEhqP3GPkASIWidMCLyWVxp74vAH5MQdf0k5KIizPq4B1L6h6PIExAa3sCOVosxNKEfspcFw/vPcwAAWZJQ6+quiq2YLMtl//9/uKbk4bscTzzlfsOoP6OpLavzE9pOfBGaHCB42/W7NlBE1oyNBRGRAuo5uWLJO/MwQjURXmvYXJjbCK9LWBrjA9+TSiexb/UXjYFXooSAbQkQb14tkPVFEE/Fo/op4PZrBYYrVxHw0dXi3wgCnmnzAjSx5+CRuQfmvKYgHziBuWcfwVONvjfjVirPW+2K2BEL8VW2Nz5J6QuP48I9GyQia8ShUGS3irw4zISsWyMnZzSbcETpGEQmU+utXfD8cg/EtPTKvVGWIew+CjEzyzzBbEg/jwxc7iABAg/RyPawasluzRixDoJOp3QMonvqXO0E0Kqh0jEcgsypYeimrN8DrHbqWQDQViuEoOLJMbI9bCzIbrmqCpWOQFSuaQd7QX36vNIxHEKfsb/yZAMBAEJ+Sr3jpnFrcaSwED6bXLjuAtkkNhZkt6qp86AKCVI6BtE9hSzRQLxhXTeR2qt6zly7gIoJBUXYVeChdIwyLU3rwPuuyGaxsSC71d4ZiB/J1XaJqFgT3TVk9G2mdAyyAoak8xi1abjSMYjsDhsLsmuhTS9yXnCyahc7OCsdwWGEaNyR3piz7FCx6gcFpBhylI5BZFfYWJBd+yH6G2Q/WFfpGER39WD3Q0pHcCgLn1gBTe1aSscgK+D99SHMuPio0jHu0MdnH8QHeWWNbBMbC7Jr7ipnvDb7MxT0aKV0FCKyAg+6FCBubLDSMcgKyIWFSBvih5EpMUpHKWX99VZQ/84TDrZIE1ADqvvqImFlc1zZUA+aOiFKR7I4NhZk9zq76jHr4+Uo7NZS6ShEpLAsqQAe5zmNJxUTE84ipV8NjL/E7wcygkoNTVgdBP90Axu2rsbZzitwtNU6hH97GZcntwVUjjPXNRsLcggdXSS8sWAFCh/llweRI2v58yT4L9yrdAyyIoaz55DYJwhjL7ZWOgrZqPNvtMKbO9ZjSfBu6ATtrcc/qbkff06ag4SPWkJocZ+CCS2HjQU5jI4uEl6bz2FRRI5qZ4GEevMzAcl6F0YjZRjOnsPZ/jWtblgUWS+hZUPk92yFmns88NewOWiucyrzdd5qV5ztvRg9V/2O/J6toPKwzmmOTUWjdAAiS3rYRQQ+XoH3MgdD9c8RpeMQkZmJsoSDRSIGfTUenmcA39P7lI5EVko8k4TkAaEYs64NFgZxHQlHJ7S4D4V+LnDZFXdrrSG1ny8EN1dktayJ9z9YhHbOJefn3cr9vFHVLmLUwqXoEtsD8ReiUP+tdBjOJdvdiQ42FuRwHnYR8dwzWkTtUtvdDzQRlXbOkIc3Og1GaOIeQOZUs3Rv4pkknO9bB6EvP48/u3yEEI270pFIIYJBwhMfbseGi01w6UADAMCT3XZjit9P0AkqeKlcqvS5W+v9DLGuhIsP56Hjj1NQd+F1SAlJdrPSOhsLckjHu81Hw4XjUXfiMUgFBUrHIQfWwO0ijvZ+FO7fHWCja2JTLjfD31fC4ZeexqaCKsxw9hyiRpzHqPrD0Xn9Xkz0PmfR7Tdwu4hzES0gnkmy6HaptCIfF7RxScTE+84BpW6PKP/qRHnUggohGnecfWoJdjyqxoG8MHzz8SNQFwJ+f6XAcD7Z6G0ohfdYkENyVznjeI9PkDKWc4WTsl6olozOr/4NlZO2/BdTpex5vxW8uydAzMhQOgrZGlmGeDIOGQbjDyIr64VqybjSKcDi26XSZBWgFcx/sudhFxHTfRNw4M1F2Pv+IrT6KREef/sh4eM2UNePMvv2TY2NBTk2zjpJVmDDko68ckZkhTYubo8xF9sgS8pXOgpZkMrVFZdGFN31hmxzmln9FL4N/xVney/GmcG+Ft++sdhYkMNyVznD0Cpb6RhEEDhMx+R+ynWF+4U8pWOQjau+aDfOddLhoTcno8/Zhy2yzZ0FEqolFFlkW1S2CxOa4Hi7lUrHQKP7E5SOUGlsLMihhVdPg9rbW+kY5OCyomSbvORtzRo4XUNRNZ3SMcgOiJlZ8Fu6GzlPqtDyUB+zb6+2Jg8FfhwaqRRB64S8qEJoBeUXtWvtnQRNrWClY1QKGwtyaD9HbUZRk1ClY5CDS+y7GLFTPaAJqql0FLvxeUYMXE9fVToG2RExNRXVh2WgxczRCN06HFvydNiSp0OSPgcAsKdAvPXYljwdMsSqXTEL1rjDZ9R5CDo2xkpQ+/lgefuVSscAAEz1SYSwWrSpWuCsUOTQ9LIIcBQKWYH4zksxr2UUFm/rdMdzQX9KcN10yG6mI7SEvel1oDp3QekYlqVSQ9D++7UutqqPs08WH5AIMhC94DIu9ghCtbN6OP96DCmTmiPfX0LNf2S4/rAPgpPlx5PbGjE1Fb7LUuG7Qo2PnZoCALJ6NsHV1kD08gzIiedvvVa7tRq+i9hUpTPf80O/wcAnX4THV1xPw9Lk3Dx8eKELHo7+RekoAIprYUCvF+H1/WHIRUVWP8MdGwtyWIWyHg2+HI+I3YfYW5DitIIaU30SMbVf4h3PxT+Viy49xyNq2EEFkpGtuDamNd6e+Nmt3wep/0KT2850/vUkUF+bi1RRwFmDDzo4/wl3lTPa1e+FhA6tMb/7SgVS2yhJhFRQPGOQx1d74PEV8N/5g8RBGtw3ciwODv0I7irnSn18qNYdy977CP1CpiBk3QUYklNMFJzKI3h6YFH41wCsYw2TUK071rw3B6ff8sOkb4ch/MsMSMdOKx3rrjgUihxSlpSPBuvGIeLVQ5ALC5WOQ3RPUVo3eHjnQe3pCbRpBAiczozuVPOXS8gU3dDdtQDdXQtKNRUA0N4Z8FO7oZ6TK7q7Ftw62N3Z6Huc7b341vvINAzJKQj/8DQ+z4qu0vsbOLnguxdmoyCqhomT0b3oa1eHs5XtY8O17ujuWoA3n/wKQp51H7OwsSCHM/VKUzz01mSET93LpoJsxot1tyP/O28kjNFAUCt/UyGZl9rXB5entEXSusZIWtcY8YtaFd+Dc48DHunKNaQaPCyYksojZmRgyeruVX7/s7GDodnBK5WWkvxqWzy9fBv81ZZfv6QiwpyuIT/cuqeg5VAocigzUxvgZP9w+MXtVjoKUaUUyE44f9EPddaA91pUQLcaJ/FrveYQY21vukYIAvCtM3ZFzr11VUGUJZzsVoSnvpoEbW7ZzYW6WSZeqPY3ADae1sTvuB4HC6u2JkLXmqewK7I+xISzZkhG/2VwlzHC65LSMe5qV14knP88AUnpIPfAxoIcQpI+B098PA21vkuGeP6M0nGIKuXTzFrY+ExHRO7nmcuKmuxzFodWhCC1nWD1NzuWULm6IuuxRmjy4hG8VmM93FX/jvFWCyo0cnJGwpBF5XwKmwpro9u0H8/XmoBDr5f3b1danlSELW92gOfVWDMlo9tp6oRgzGOblY5xTzW1GRBCmgPxd96LZy04FIrsXoohBz0/mobAubtgOJ+sdByiSssRnSEU8SpFZXX2OQG1n5/SMSpE5eqK/A4NsPnDj7AwaA8CNdZx4yiZhqqSP77HigrQ4fUJ8Nh6CuKNG+YJRbdoagXD+8sbmOh9Tuko99THPQsRX14ovt/OSrGxILvX/dDzCJi3S+kYRFU23TcBD63dh5QZbZWOYlOGeKahcJ0LVB7Wfd+BoNHg9Nz7sHX5QnipXJSOQ2bw8AsVH36rl0X02jkavqv2Q8rONmMqAgAIAmKnBWFNnT+UTlIhs2r8icuD7rPaSTzYWJBdy5LyEfg2hwaQ7Zvqk4iuT3FO+8paF70O2Z3rKx3jrgStE+IWNMPJHgugE7jasr369s82FX7tjKstEPl8HO+lspCMZ9pg++MfKh2jwrzVrvjlpQ9w7YUYpaOUiY0F2bWteQFQX81UOgYRKcRf7YZes7ZDHRGqdJSyNY7CL13nwVXFxensmc8xAY8ndEXYDyORI919St+DhUXY+UFrSHlVW7WbKuf6szH4/I25CNfa1tDDQI07IvvFKR2jTGwsrMgFQ47SEezKkcJCLB3xFBcWIrux+YeKn/W0pD0F4l1/tTzUB6E/jsCeAhH7CvUQZcvOZyLKEubvehjimSSLbrciNKG10fWLf1DPyVXpKGRmPp/tRmGHK4gcdwCNfpiAPQUi1ud4od2xXrdekyHmYdzL47natiUIAjKHxGDl63PRwMk2hx9eybXO+yw4K5SVWJ/jhfkvjUTKIzIioi9je72NSkeyef0PPIfa/xzjqtpkN2rsL1I6QplmNe541+d8i87DR5+IWW4dIbi6IG+1K/64b4PFsiUa8lH/f1dgjYNKzvULwrhqP4Dn+ByIJCJq0kHMmtERkCSkT68BNCp+anDiU6i2JfaOFbzJ9NR+fvj4jQU221SIsgTd29WUjlEm7s2swPocLywd8RRcv9+LqDH7oH06B2Hbn8WWPF35b6ZS8qQiPJ7QFaG/PIfQ5y9wjCrZlUv3a6GOClc6xh2k7Oy7/pILCwFJhJSdDfHqNbgOyMbizCCLZXv02ykwJFt+Xnp1/SgUPtryrs/n92yF38fMhlrg17CjkQ2G4p+P3Fx4ngU6xT6Guv8MhtRXhJiZpXQ8hxD3Sjia2/Ah1ne53tBes84b+23iisVfBcD0V0ZBJQK+L5zDnDrfIUprnasiVtSqG37Iloo75Xk/90DYH//OGCFmZCDymQy8120I9r63E1/8/QCmPPRLqfc/6haLUBsbE2gJ3+bUhOEpPaLSDvCsD9mduOGLML5bS5zpH2azC2aJaenYllYfYU7X4KvOrdKiYRWVJeXDI0kFSJbfG1x43A9fj/oQz7w9Gb7L75wRSO+qstrVfclyvFfuBlYCtZHM7ywL0T/SHB91XwWtYLsTu7wb2w2BKuusGKtvLN5Pj8SXKzoh4KvdgCyj8BsBQ/tMQUY9FT4etAwtdVnwVlvv+NRrYi5ypeLBOD9kN8Ky9V0hiECdJXEQ068DAMLksqeh023ej11bdIiU9+InofRc7MvHTMPWl2bDX+2Gy4YcFNwc7xOscbHpHxZj6GURH6zsg6A0Ti1L9uuTmvsxfb0ex/vYbnNR8JwnPnLtjbxgdyz79COznShacyMK/gv3muWzyyM6AQ2cXDDrpc/x6bet/z0TLQhQ+3gjo2euIrmIHJmgdULArLN43M22b47/vslyPPvJQDh1UjrJnay6sZh7PQx/DGqBgKO3HSjKMjy+3gMPAO/uGYqMKC0OTl9gdZeTRVlCzJG+cF1QDW6HLwAAZL0eIenFf5YK95klK8b+Z+VY/0V70c3wIrI75iFkiRq60xcBQcCFhT443vpLE/0pbMuqG0GoNf+oVS91T2QK7/gfwn0D2iJklm02FuLNVWNdTjqhy+ZJ0HoV4sUm2zHCywxDlix8szgAqH19sOCZJQCAzi65mLXWH/l/NkDgP7lI7uyG5UMWoJVOBlfJJrKsrKeb4fvanwCw3VnYrom5eOS7F+EVL6A6zisd5w5W21i8nx6JPwa1gHT07kvZO23ZjxrXG1owVcWkGHLw8KqpCP6tCJrf9pvnpkFJhN+S3fAr/u66tY1azxWhU72hSOyjw7FeH8Nd5WyOrVulry61hCqPM0CR/duQWw2hay/b/NAJWV+EqFH7AAAbomLw0YAa+HjQMgRostHIyfh914bLTaCC5fcJ+vq1EabJAuAOraDGvqbfAE2BHSPVeNhFBG9vJFKGpBVsemrnFEMOZl7qivZtTyLp17pKxymTVTYWFWkqShT6Wt+Bcw21Cz7u9xleTXoWvhbetlxQCO21bOjSXaFX4EydkvKWBMFdTlY6BpHZZEn5WHMjCj+80AnqM4eUjmNSYnwiQt5IxEtXn0OnEbtx3DUZHyzuC02ujCIvAW88vwY93NIrtYicEvsEdWQYBi7bWOY9cMVNBRFRxWRJ+dhdUA2TDveB63Z3OGfKcF9fPB2xDvsVTlc2q2ssRFnCxjcegtvRio2LvdpSq9gwqFmp9bHqt/aQPAw43W0R9LKIZv+MgJDohvDZp+CbWfa9E2YVXguxL3hg76OzbborJ6I7vXalPeLbqaAutK+m4nbVF+/B0c90OIoIBBT+Owx2xZImEA8cRR/3is+aIykw0kiq5oa+HpcBcBVtImsjSDJEWbK64fO3y5OKcF0qwgO/TIb7GQ2C5h9EiP6UIpNQVIXV/c0+kdAdHpuPV/j1oeuuYOUNfzMmurvh3vsQsS4X9d+4jBb7nsFTT49A+NB41Hllt2JTxknHTiN67FEMfWgw7n9tPE4W5Zd6fsj59mh1uLci2cwttYmgdAQisyiU9egU+xhOTm9UPH2rPZNlyIWFd/w5xZxcTN/5dKU+qu+rWyA0bWDKdOU7Eoemu4dZdptEVCHePxxHxLbnlY5xVz3iu6HTpHEY8dBgRI05iJpzdt2asttWWNUVix35auTMDoYu73KF3yMmnMWXz3aDuGIrhntdMWO60vSyiI7/jEVUfBIMmVmo+eRFALCKG4dlfRHEhLPwSTiLCWdfQOIgFYI2q6EukuG2JwneqQnWEdTE/hw0Gw/nTkPI+/u4fgXZjSwpH82+nYTI6YehKnTcoX6CVoOP7v+6Uu+Z6H0OnwzvgqiJGovtE2R9EQpyebWYyBpJubmoNyEBYQueRezDSyo1tNJcVt3ww57sCBz9oDE8t5yCe/Zem75/zmquWOzIV+PtMcOg21T5MWPCrqNY/0wnzMuogxypwAzp/pUjFWBxZhBazB6HyOfirX4xG/UfhxD13AG4fbcXzhv3QUxNVTqS2QRq3LFv9FwkT2sFta+P0nGITKLJTxMQMWmv/V+pqICLeu9Kv+dYz4+Rsj4ackxjCDrzrogl6HRIeicGk1rsMOt2iKjqxBs3EPX8SdT/bQSS9DmKZNDLIk4W5WPQuY74umtbJLYsgPs3eyFlW+eid5WheGMhyhKaHeiLt194Fk5bD1T9g/Ydx7aYEMR8Mhlh2581S7EUyno0Wz0JP7UJR8C8XZDybHseZHvkrnLG3jFz8eCf53F5SlsIWp45JNu1Kc8ZkWsK75hu2hHJhYX4bnxnbMmrXHPgrnLGiTZr8cXXn+Lsyroo6tICEEw/bNLwcHOc+aw+jj/zCcZ5W98UkET0L7mwEJHPncLIAWNR95/ByJOKIFpowptteVrU/eYFTG35ONI76WE4d8Ei27UUQZYr9o0lXYk02UaXZtXE5aJqWP9VR9T6NRvCqbOQck24WJAgQNW4HhKmOaFJrRR08zth9DCp8Zda4vSEBlAdiLWLM4fbpW+q/F5T1oI55UlFWJoVhdUfd4PnBQOctljnDApKc4RasFVh259F5DOWu1G7qrXQSWW5+7Zq7PbEqtp/Vfn9BwuLsD8/FAtWPQGvsxI8ErMhHzxpVKbCbi0xY/5KdHbVG/U51kIVkFDl91qyFsj8jPl+sJVaELROQOMoXG3tifB+8QBgkuPGu4n4YyjCBxwxy2ebU0VrocL3WKzN9sW6y60Q7XEVz/ruRIRWc9exaYn6HOwpqH3H469tfRr++wR4H8mEKjsXwed3QQZg8nNxsgzpyCmEDwCyAXzbqCOWNi6+hJ7ZIxevN9l066VNdClo4ORS5sccKyrA8BNDoPraF757rkJIOGL6rGQ2rionTPQ+h16vzsZjH05DwBalExFVXGxRHqI/KrDH26GMkpBZHbjz66XCmuuc0Fx3EaPGLwQAfJXtjc9T2uHCdW/U+Z9Y6uqQ6up1GK5cLfNzNIEBuPxEKKr3TsaM2vbTVBA5GllfBBw4Af8DQPanxY9926gjPujrjdefXg+tYMCTbtehFYybZu5gYRGGHhmKqHEXbPoeivJUuLFYVa8OgGvYNrkNCvtq8UqNHQjU/NtY6GURGVIBUkUVhs6aCp8v9t3xGZHyvuKDflj23mHp2GlUO1b8/9XWCFgl1Ln13LKuvXC5Xdl/DTX/NsBn6wFAjrfrIrB3W3KjEPRrOv8NyaZ0/2ssIo/Y77SyVeXxtgfyvi4y2XTa/Twy0K/ezwAA/abSe4lJl9pi08FWZb7viZaH8FPAL1Y9bSURVY107DTqHANWvVYHKhdnvDGpMUSX4pMOshpY2nsJ6juVvh9CBcBP7VbqsTypCHqI8FK54MNLXeDyoxfE9FOW+mMoouKzQt2c6irk6wv46/4wvBHwW6mn+yZ2ReFgZ0CS4ZOyx3rHBMsyIP/75aH7ZT/q/KJgHjI7X3UOJCermgCNqHxWugtVmmrfKbTcOwwnY9aa/LP/e0ZyQdBeLAi615pKbCqI7JokQsrNRa23d5V6ePb8roCm9P4iP9Ifm79YfGs0T5qYiwc/mQp1IXDkpYVwUetR/Y+LsPc5Kyt9tGVITkHgkwL6tx8L9cxrGBy0B69texpRn+VAPm/cOFUic3gnriv8DrM2yXYk6XMQucjev36qRtYXIWiuFinrchCsuXN1ayIiczNcvHTHY7rUdHQe+QIGzv4ZyxLvR7XZbqh15RriXvNAk/fGIOjHZBjO29eN2mWp2mlcWYbqz8NQD66JNd6dEHliL0+uERGZyCm9H9QJKRy+dxeaM5dQyC8dIrIiUl4eXLYcwvrcrvD5vXgYq9iqIaLHnYOYkWH3VypKGHUd13DxEqQTp02VhcjkCmU9Cnb5KR2DqEIWZwYh9McR+GDiEIjp15WOY7XkvHyMOdNP6RhERKXIBgPUv992b9y+4xAzMpQLpAAOPCe7phO0ePip/UjYWJdNMFmtNDEXvU8PgG6GJ6L23znxBZUmZWcj+feGQD2lkxAR0e145xnZvZ2XQ9lUkNW6JubigeVT4dQlBfL+40rHISIiqjI2FkRECjpV5IFCXxGC2rg50h1N0B95+KtA6RRERHQ7NhZk97oEn4amTojSMYjK1NFFQmBUqtIxbI5q51EczTdipTwiIjI5NhZk996pcQy5DWooHYOoTIn6HAjLqhev/kpERGTD2FiQQ8j34TwFZJ06/TgFzul6pWPYnIIeLdHBLU7pGEREdBs2FuQQ0ppx0nuyTqE/GqD+87DSMWyOulBCgcz7UoiIrAkbC3IItX7lUmNknQRJBmQ2vpXlfPAsThUGKR2DiIhuw8aCiEghx4oKoM7lMKiqEK9nIFt0UToGERHdho0FEZECYovyMHLGRGAf166oElnGx788qnQKIiK6DRsLcggX2/PmbbIeJ4vyMfylyfBct1fpKDatxj5J6QhERHQbNhbkEAZ0/UvpCEQAgIOFRRj+6iR4fLWH91YQEZFdYWNBRGQhoixh1FsT4LVmj9JRiIiITI6NBTkErSBC0HA4FClLggzfozeUjmE3VCJQKPPmdyIia8HGghzCZJ9juDqildIxiMiEPE5nYGlmhNIxiIjoJp7CJYfgqnICZ6YksjPX0nEkuxbgfV7pJER2QxMYgLzGtZSOQTaKjQU5hDypCJo83ihLyhFlCQ8c7Qufc5fB5RpNQ6oVgIe8tygdg8guaAJqIGlBdcQEn8OKkGU3H52maCayPWwsyCHMTm8C/2X7wdaClHKwSITPsBsQ068rHcVuyEdPY1VKDAbW+1npKES2SaWGoBKgigrDqbHVcLLNAriqnJRORTaMjQU5hPVnmiLYcFLpGOSg4vW5GP3ui/C7xtmgTEoSYZB5qyBRVaireSFpWQjebvwjfNWH0NFFAsCmgozDxoIcgk5rUDoCObCJZ3vDb+lupWPYpbwVNVE4Rw+doFU6CpHV04TVwbl+NdHg0Tj463LwS9BqpSORnWFjQQ7hsdonsAc88CDLy5OKkP9+EJxwSekodikrXAUN1ErHILJqhY+2xIV+IiY134Fx3huUjkN2jI0FOYRVh9ogCgeVjkEOqPOJfnD/9TDv7zGT4B25MIwWoebs6UR3UHt74/yoevj0ucU3hzoRmRf3xGTXRFlC2K/Pot6EBKWjkAPKkQqgm+0N2cCheOaizi2EKLNtI/qv1NExeHxnPI6NXcCmgiyGVyzIrt2QClD3rUyIN7jaMVneAweHImDPafArnYgsRhCQ9nwbfPXSHERp3cBzyGRJrDYiIjPJOe0NKTdX6RhE5ChuNhU/vjr7ZlNBZFlsLMiufXK9BYRsHtiR5W3L0yJqXpLSMYjIgaSNaIMfXp2NYI270lHIQbGxILu2ent7GK5cVToGOaBxXz3H2iMii9DUCcGVCW2x5uUPEcKmghTEeyzIbullEeoCQekY5IDypCJUiwfAm4rNTjBISJOKEMLVgskBCVonqKJCEbryHDYF/QTAVelI5ODYWJDd2pbvhvA5pyAqHYQsQpTLvkVaLVj+wuykSx3g/eV+TjFrAWJsAjpsmYQz3Zfc83VK1AFZAaGMk0v20vALApJmNseOIRz6VK6y6gCwn1qwImwsyG6JsgpSfoHSMchMrom5GJXUE5KswomLgYj4UH/Hay518ELYE4mYWmsz2jlb7sByR0JdhBsOW2x7Dk2WUf/NS+i+ZPBdX6JUHZByirq2xI0QDQaO3wovdd6tx+ec6ITAJU7Q/mrb6xrJMY3RYuFhrPWbAz81m4p7SR0Vgxcm/HDH43NOdIL3d27w3nMJhnMXFEhmn9hYkN1q65yK5du8ceJobdT9NB1i3BmlI5GJ/JTripdWjUGtt3cDsoxwXC3z6kDgQSB/LjDzwedwdhjwRquf8KjbefipzTtbSugingWzJEPKRSDl4l2fv70OboTo0HnSP5jou8fsdUCWpwmtjSuf6LCm4ceo53TnsKDh7VbjWMsCvJTUC+d+rYPQtSk2d1Apt22MAZ9txlDPawBYw3dTUgtrG35411pAO2BmagN8s76DTdaCNRJkuWLXgTqpeps7C1nQdumbKr9XuhJpwiSW8Ue+CsM3jkD0u2chXkvl5c/bWGstpIm58FA5QSdoSz2eIxWgV++REHYfrdwHCgIgqHBtdGvEDD2E12r8Cn+1q8mHyEy83AIJPQNgSE4x6edaQlVrwea+H1Rqs9eBLVMFVH1BUSVrQRMYgNCfMrAgaG+FXi/KEhZn1cacv7ui9k+A699xELOzrfr7QY5pjAGflzQV5meztRBaG6Hrr9h1LVhaRb8f2Fg4KGs9mDQnUZZwsEjE4LXj4ZwmIGBPDrDnmNKxFGeNtbDqhh9Wj3wM+lcy8Md9G0o9F/33EIQOPGXUatZqXx8I7m44NSMArn55GFX3H4zzPm9k6uKmp838yQh6f5fRn6UEh2ksbjJXHdg6Wz2YTB0Vg72vLYBWUFf6vUn6HFwVXfDMl2PheRbw+Wy3GRIaSRDQ6CAwO8BywyxttRau/VgXh1t+VaX33l4LPFb4V0W/HzgUihyGWlChlU6FuGcXAQC25OkwZtdA1B2fCDEzS+F0BBRfpZh6sSsuTg6DNu48zl6tjbDTIzH+4a04m18d1wo9EPqBaFRTAQBi+nUg/TqiRiYDADZHtcCi3t2xbeQHRt0EeVU0oPYXiTAuHVmKueqAlOH99MUqNRUAEKp1R6gWiHt2ETLEPLw2+kEcnt0UXttireL7Qe3rgxqb9JhefQs4/Onu0kbEQFYDXzb+EFWdIev2WgB4rFBZvPZLDqurayHOPvIZ4haEQVMrWOk4BGBeehtcapsHYddRCK6uiH43F5ET9uHnsQ8hroUeGe2uQz540uTbFeMTUet/u9Bl0TT8VQBcMOSYfBtk/W6vg32Fd04GQNZLbtsY0+tsNslneatdsSBoL3bOW2wV3w+C1glnx9fF/ODtvC+oHAY3AQU+Qpn3VFQVjxUqh40FObz4B1dg5l8/IHFOG6Q/FwNBwwt5ShBlCdvn3g9IxRMEG5JTIJ6KB2QZ6t8PWSRD8Hu78W7Dduj/4otod6wXCmUeXDqi4Pd2Y1b7JxH23UgcKyq461TGZD1yg5zR2dX0P68l3w9nP4iBJjDg7tOWmosg4NxrzXH0uY/hrnK27LZtUOD8ffBOMM/Pq+K1YCPYWJDDKx4ipcWZAYux8fXZiNojIGtQGwhaLrhlbvH6XHQ80RNzr4fhueQO8PnhhLKBZBlSbi7c1++BV580dHluDLqe7o48qahCb5+f1hFyYcVeS1ZMlmFITkHkuL14qfNARPw8Et/leCqdihRQ8v2QMGgRxv39O8691QZZAy30/SAIOPdWG/wzbM4dk1hQ2WSDwWw3XJdVC+oG0WbZli1jY0F0m0CNOz6puR+/vfcJ/P9yRu7TrSE0baB0LLsjyhJWZAWg37svQtf5HH59qhlSpkZAys5WOtot4o0b0G3eD3RJRZdx49Av6SHMz6iNTzNr3bXR2PZDK4gZGRZOSuYkxiciauR+LBvwOMK/HoUNubz3whppcyQk6c07hLGrayHinl2E3943//eDoHWC1K4xlvRfwuFPVqikFnp++ze8/vFF7tOtofb1UTqWVeCsUA7KGmcCslZ/5Kvw2ovPw/WHik1bBwCCTge5cRQSxmohCMU/YrW/UMH5yLniG0ataAo7S9VCjlSAq6IBnf8eB5cTLghZEmuTB+GagBp4bdcvaON8502i9ReOQa23bXNGKMDxZoWqiswhMdj73iKlY5iVrc4ElLEpEvuaVn1/VhVV+X5Q+/ogcXI0DCGlF3CVCtWo/04a4kcGwiniBva3/hyuKmWvnNtiLaijwvHg90cw1SfRYtvMk4rw8LTx8PxyT6Xep/b1gRgeVOpYAQCqb9HBZ2sCxOuZUPv6IK17BPx+joeUmWX05CVVxVmhiEzk2Z1DEf3rKdw+alPs2AyXY0qPd62z6hwMFy8VP9+yHgYu/6XUXONtfJ/G+bhIRM+yjllGLClLyke7BVMQsiIBkTdOQS4shKh0qCq6/mAo5l7qjPVhOwAAs1LrY/WJ1gCAwJO2+qeiirrWkffdWCu/yTJe/boh3vY/brFtVvT7we2SDL+f43B+ZF28O2wlurhuLXN4U2KnHARrdDef43DcqhDjE7HlSgOLNhajkh+B13eH71io9W7HCnJBwa1aaKK7hpD/zEKX1jEXqf8T0P2nSdDkqfDrgNkomCWgx7oXEfqSFU6FfBtesXBQvGJRcVlSPlZkNoCIf2/Uau2aiPb/uY9u5Q1/pBo8sPDvhxG8TcCTb23HZJ+zt56vt3gMQt60vrPZpq6FmakNkJTnW+qxgz/dh1qz9yl2psXU1DX8YYioCQDQXsqAIck+1j7gFYvyqb29cWZRLcQ+sNJuF9WzxbPUJTShtZH8ZBCa9D6BkTX+QDtn8/4bVfT7IcWQg19yozDcM8Wm6sYWa0ETUAOhGzMrvDieKVww5ODrG43vePxuxwpFsqZKtZAm5qLtmhcR9tp+i3+fcoE8uic2FpZ3wZCDJ48+ixrTZIixVd9Zm5opaiFPKsIPuYH4YFFfBH+VCMOVq6aKRxbExqJi1J6euLHeD/80+l7pKGZhiweT/6Vydsal0c2wc8pczqZkBFushYIerfDNoo/gb6f3puRIBWj+xSSEvnkIcmEhAEBdzQuCdzWcHRyEajFX4faBFy62d0boN2m40sEXGY1FqPJUCKxfPIri4mVv1Pvgxr8fqjdATDwHdWQYkJ4B+PsCaZkQU1OhCagBCAI2X5xfoXwcCkVkISEadxxsvh713hyMkD6CVd1nYQxRlnDfjlGIHnkKAQW7uDgc2T3xxg1IK+vjwgc5dwxhIGUJGg0EjQbx7zXB8afnwZVNhcNx3rQfDy6ciiNj51d5wURr5q5yxomhC1C39nOQ03UAgJrR1zAtfAviCgMx1ScReauLoBXUKHxeD62ghgbFfw8lV0jEhhLyO/07CcmJIi36bxuNrd0+wuSkp/FVxGqMS+mEP/e2QY92B+GirvgQUDYWRBb2W+tF6DphGgLmWd+wqKqI2DoCdcfFQiooKP/FRHbCa9NJnHvHHSH8FrUKmjohuNw1CPouWZjX6Gu01v3BpsJBaWrXgmTns/NqBTUSH/r8zifciu8rKbnp/26NlVpQwV349+ejjTOQ9PhSAG74OWozAGd8HvI3EPJ3pbNxl0hkYVdFLQrbZgPzlE5ivNDNz6HuxDhIublKRyGyGJWzM+LfaoBmTtsB8OBVSeroCCT198fI3r9govdPtz3DfxdHc2ct2N/VClvAxoLIwo4U1kKtT9RQOTvb/Fn+qOEHwDWJydEIbq6IbJTMsfsKE1rch8dX/Y5R1S4qHYUUxlqwHrYzNQGRnRjqeQ1r132Kc6sjceH1tlD7+Zb/JiKyGuL1DMTFBSkdw+E5f5jKA0mCqkl9dP/ib9aCleAVCyIF+KvdENtuNdAOiKg7FOED0pWOREQVdGZ1E/x8/8cAXJSO4rCy+7bB6rAPAdjnzD90b+oa/sh4KAyCDOT7qTDO2z6m/LYHbCyIFPZZm5WY8dRIuH1nuTm3iajqqm/RIepBLl6mpCJ3wW6nE6XS1DX8IQf6Ib+mG3RTLkOtkhDhkYpPai6GKEtYnFVb6Yh0GzYWRApr7wzMmb0Q08TRcNtyzObvuyCydz5bE/Hkcz2wNuJ7eKl41YLI1FQeHkB4LZwe44Z29yXg89qrAdw5y5FaUOGFaslKRKS74D0WRFagjbMaaz6Zi9NzGykdhYjKIaamQno8F92mTMLBwqLy30BEFaZ/pDkGHTiFuRuWI6nHMqyp8we0gtou16SwR2wsiKxEiMYd67ouQu5TrZWOQkTlEG/cgMfXezDq5CClozgeQUAOR7/YFU2dEFwd3xbND0t4fcnnGOiRjnpOrkrHoirgUCgiK9LGWY13Zi/BrIzh0Px2UOk4RFQO/5E5GPlDDJYE71Y6ikMp8uZE17ZA5ewMVc2AUo+J3m5IngHotIZbj3WqFYdNNX7679vJBrGxILIy7Z2BpKEyov7SQDYYyn8DESnGcPESDi6LQb+hLvgq9Del4zgGWUbk2nxs6OqOnm45Sqehuzj7QQxUtXOxp+3iUo+rBIH3JtkxDoUiskInHlqMuGWNoXLlpWAia+e7bDeyn9Ki6+nuSkdxHHuO4fu0ZkqnoHtIGLQIcQ+sgrfatdQvNhX2jY0FkRVyVTkhvvNSnJ5fv3h2DCKyaoYrV5GxMkTpGEREimJjQWSltIIaSd2W4/S8aAg6ndJxiKgcvgevY1ZqfaVjOISiri3xjP9OpWMQ0X+wsSCycqe7LkLcooYQtFyQi8iaiSfj8PfENhBl3lhsToJOh/4fbcLDLqLSUYjoP9hYEFk5naDFyc4Lce615kpHIaJyOF3NwfZ8jiE3F5WzM+I+aowBHmeVjkJEZWBjQWQDXFVOmNz7R6BVQ6WjENE9iKfiMWbnQKVj2K0zbzZF/BOL4K5yVjoKEZWBjQWRjRjhdQlPrvwNQov7lI5CRGRxqkZ1Mb77L1yBmciKsbEgsiGjql3EY6v+hNC8gdJRiOgu3E46I0vKVzqG3fFdfAXjvM8rHYOI7oGNBZGNeaFaMh5b/ReElhwWRWSNan0WhxSubWk6KjUuTm+L94J/VjoJEZWDjQWRDXqhWjKSX5Kgrl5d6ShEROajUuPSi63xx9jZCNa4K52GiMrBxoLIRu1v/TmcvuWPMBHZL6FxXfw1bg781G5KRyGiCuBRCZGNclU5YWnY98ju10bpKEREZpH8KuCtdlU6BhFVEBsLIhvmr3ZDTr8sCBqN0lGI6CYpKxs9fh2ndAybp/b0RKugC0rHIKJKYGNBZOPUv3pDNvBOUSJrIeuL4HbGSekYNi+je318HvK30jGIqBLYWBDZuOfGbISg0ykdg4jIpK61UjoBEVUWGwsiG1dLm650BCIi01KpMaPrBqVTEFElsbEgsnHOgh5q72pKxyAiMpmsAS3xkOsZpWMQUSWxsSCycZ1d9YibEqZ0DCIik8mMVCFUy3UriGwNGwsiO/Dl059AUydE6RhEREZTOTtDis5ROgYRVQEbCyI7EKnRQ9Zyylkisn0qP1/82nah0jGIqArYWBARERERkdEEWZZlpUMQEREREZFt4xULIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhsLIiIiIiIyGhuLcnz00UfYsGGD0jHICrAWCGAd0J1YE1SCtUAlHLUW2FiU48CBA+jTp49DFgeVxloggHVAd2JNUAnWApVw1FpgY1GOVatWoXfv3g5ZHFQaa4EA1gHdiTVBJVgLVMJRa0GQZVlWOoRS0tLSUL169Qq/XqvVIjk5GTVq1DBjKlICa4EA1gHdiTVBJVgLVIK1cHcapQMoycPDA8uWLSv3dVu2bMF3332HJ554Ar6+vhZIRpbGWiCAdUB3Yk1QCdYClWAt3J1DX7GoiE2bNuGpp57CY489hnXr1kGjcehezKGxFghgHdCdWBNUgrVAJRy1FthYlKNjx46oXr26QxUFlY21QADrgO7EmqASrAUq4ai1wMaiHNnZ2XBxcXGooqCysRYIYB3QnVgTVIK1QCUctRbYWBARERERkdE43SwRERERERnNYRuL06dPY/DgwahTpw50Oh1q1KiBzp07Iy4uTuloZGGsBQJYB46O//5UgrVAJVgLledYA79uSkhIQMuWLfHggw9i7ty58PPzw6VLl7B582a4ubkpHY8siLVAAOvA0fHfn0qwFqgEa6GKZAc0c+ZM2dXVVRZFsczn3dzcSv0SBEGeM2eOhVOSJZRXC4cPH5bbtm0re3h4yKGhofKyZcssnJAsobw6OHr0qHz//ffLHh4ecr169eTff//dsgHJrMr791+4cKHctGlTWaPRyDNnzrzj+WvXrsmPPvqo7OrqKkdGRsrbtm0zc2IyF2NrobznyXYYUwsFBQXy0KFD5eDgYNnDw0Nu3bq1vHPnTgukVp5DDoXy8/NDXl4ehg0bhp07d0IUxVLP5+Tk3PqVkJAAlUqFXr16KZSWzKm8Whg8eDC6dOmCzMxMfPvtt5g0aRJiY2MVSkvmcq860Ov1ePLJJ9G/f39kZGRg5syZ6NmzJ9LT0xVMTKZU3n4gMDAQs2bNQs+ePct8/wsvvICAgACkpqZizpw56NOnD+vDRhlbC+U9T7bDmFowGAwIDQ3Fzp07kZmZidGjR+Pxxx9HXl6ehdIrSOnORgl6vV5+77335Lp168oA5OrVq8vjx4+Xs7Ky7njt7Nmz5fvvv1+BlGQJ5dWCu7u7HB8ff+v1LVu2lL///nul4pKZ3KsOjh8/Lvv4+JR6fVRUFK9e2ZGKficMHz78jjOT2dnZslarlS9cuHDrsQ4dOsgrVqywRHQyMWNqoTLPk/UzVS2U8Pb2lo8cOWKmtNbDIa9YaDQaTJ8+HbGxsUhOTsaoUaPwySef4H//+98dr129ejWGDBmiQEqyhPJqYdy4cVizZg0MBgP27duH5ORkxMTEKJyaTO1edSCXMSO3JEk4efKkAknJHCrznfBfCQkJcHd3R61atW491rBhQ9aHjTKmFsi+mLIWTp8+jfz8fISHh5shqXVxyMbidsHBwXjllVfg4uICg8FQ6rnjx48jLi4OvXv3VigdWVJZtdClSxesWrUKzs7OaNu2Ld58800EBAQonJTM6b91EB0dDXd3d3zyySfQ6/VYu3Ytzpw5g9zcXKWjkhnc6zuhLDk5OfD09Cz1mKenJ3JycswVkSyksrVA9suYWsjLy8PgwYPx6quvwt3d3UwJrYfDzQo1duxYZGVloVOnTggJCUFqaioWLFgAJycnjBw5stRrV61ahccffxzVqlVTJiyZVXm1kJ6ejh49emD58uV4+umncf78eTz22GMICAjAY489pnR8MpHy6sDJyQk//PADxo0bh1mzZqF9+/bo2LEjgoODlY5OJlCZ74SyuLu748aNG6Ueu3HjhkMcQNgbY2uB7IepakGv16NPnz6oX78+ZsyYYcbE1sPhrljUrVsX58+fx9SpU9G1a1dMnz4dEREROHToEKKiom69TpIkfPnllxg8eLCCacmcyquFs2fPwt3dHX379oVarUZYWBgee+wxbN26VenoZEIV2Sc0a9YMO3fuRHp6Or799lskJSWhVatWCicnU6jod8LdREZGIicnBykpKbceO3HiBBo0aGDO2GQGxtYC2Q9T1IIkSRgyZAjUajVWrFgBQRDMnNo6CHJZA4gJ27dvx8CBA3Hp0iVoNA53YYdQfNYxJCQEK1asQK9evXDhwgV07doVEydO5NkrB3PixAlERkaiqKgIb775Jv766y/s3btX6VhkIQaDAQaDAaNHj0ZQUBBeffVVaLVaqNVqAEDv3r3h5eWF+fPnY8eOHRg8eDASEhLg5+encHIytfJqobznyX6U92/9/PPPIyEhAVu2bIGzs7PCaS1I4ZvHrdbgwYPlcePGKR2DFLZt2za5adOmsoeHhxwYGChPnjxZNhgMSsciC5syZYrs5eUle3h4yL169ZIvX76sdCSyoJkzZ8oASv36/PPPbz1/7do1uVu3brKLi4scEREhb926VbmwZFbl1UJ5z5P9uNe/9blz52QAsrOzc6l10f766y9lQ1sAr1gQEREREZHRHO4eCyIiIiIiMj02FkREREREZDQ2FkREREREZDQ2FkREREREZDQ2FkREREREZDQ2FkREREREZLQKr/wmXYk0Zw6bdsGQg96vTEW11buVjlJh26VvqvxeJWvhq2xvrLwvErK+SLEM9sZWa0FpDw57Dk5bDygdw6SqWguOXAcleiZ0QdFTBohp6UpHMZq97xOGXXgAl9pkKx3DJth7LTiSFq+Phu/yqh+nVrQWeMXCBI4U+sN7/SGlYxARkUIGBO6B4OmhdAyqgHdqbkZOnzZKxyCymOlXm8B/Q7xFtsXGgmyKhzofaj8fpWMQEZUyfUdfGM6eUzoGVUCgxh2FnoLSMYgsZutnbS12NZWNBdmUOpoM5LQIUToGERERkdUrlPXwP5Rnse2xsSCbEqHVILVxhW8NIiIiInJYLfY9A9W+UxbbHhsLsik6QQuDu6x0DCIiIiKrppdF5Cd6WnTCGzYWJpCs91U6AhEREVWQ9qlrEDS8+k32bWeBFlGzz1p0m2wsTGD5gscgFxYqHcNh1GpxEWpPT6VjEBGRjcop0CkdgcjsRq0ZBfHqNYtuk42FCaiLODTHktZFr4Pg6610DHJgO/LV0KUXKB2DiKroidDjgMBDILJfFww58Eq0/PEpf6rI5mghQF+TjQUpZ9LxPpAPnFA6BlmJ2KI8RK7hop225BGPk1AHBSgdg8hsuiyfhmqrLL9wMxsLI+llESqD0ikci7faFWnT8wGVWukoRES4LjlDfSxR6RhUCR1dJMS9EKR0DLtXKOtRKOuVjuFw5mXUQeg3qYpsm3cuGWnSpbbw/eowJKWDOJgdTT9H7w5jof6dK54TEVEVCBzGbE71dg6GIdEdKj2gqpuDtrWSsCLkH6VjOYRNVxpCFZugyLbZWBhpx7kohBQcVzqGw/FWuyJ/eibcf1c6CRE5umHrX0Bozh6lYxBZlZDepY+NrgQG4JG6zyJxkAoftf8KPd1yFEpG5sShUEZIMeQgZLbSKRxX58DTUHl4KB2DiBycT6NUCE5OSsegShrc6S9oAmooHcNhGC5fgfr3Q4gafgCLBzyJsG9HIkO03IrQjkIvi8j4Klix7bOxMMJDu8YA+3kDp1Je9TuBy8MaKh2DiBxc3q/+nHLcBo33OQDZw03pGA5J3n8ckRMPoMO8FxH27Uh0ie2hdCS7MeFSO9TYaNm1K27HxqKK8qQiaE66AzLHaCpFLajw2tg1EDs2UzoKORC9LKIgtprSMciKcAIP26QTNMho4a90DMcliQj8cBcix++F+ulctDzUR+lENi9DzMPOL5vBcOWqYhnYWFTRuuwQ1FkUp3QMh/eU+w0k9uWtQmRZnR85hMzBMZDbNYEmtLbScUhhuTVl1oENclU5ofqoc1xw1QqIGRmoPjwTLV8djT/yeWhaVS2+nYyAj/cqmoH/elX04dpeENPSlY5BAIa03Ql1dITSMchBaAU1FgTtxd73F2HbNyvRakMCLrzeFmpfH6WjkUIShixiHdionyK3IO+BaKVjEADx6jX4fLYbb4wdjp9yXTlNbSV9mlkLkWuyAUlUNAcbiyrStMiAytVV6RgEYFb1k2j41RlcG9NW6SjkgGZWP4WDI+ah385juDStLfcLDop1YLsuPcCr3tZEt3k/Frdpg0Yrx+PTzFpKx7EJK7ICsPGZjpAPnlQ6ChuLqjrYcg2SVoZD7c0VoK3B+zWOYNaklbxyQYpwVTlhiGcaDk2Yz/2CA2Md2Kb+3f5SOgL9h5h+HXVe2Y2Ng9tj7vUwpeNYtcWZQVj/TCfI+61j6QM2FlWkFdQ4ff9qnFkYwvGZVuJxtzw0WJcItGoIQadTOg45IO4XCGAd2JIUQw5++KKD0jHoLuSDJ7FtcAymX22Ca2Ku0nGszs4CCRueeQjYZx1NBcDGwmix7T/H2eW1oXJ2VjoKAZgdcBg/fL8CZ95uBqjUSschB8X9AgGsA2uXIeah+4fTEDh3l9JR6B7kwydxtKUGXf/3Ioacb48cqUDpSFZBL4sY9McIyAesa9kDNhZGUgsqHG+3EkmrIrlYm5VwVTnhYP+5SPygJZsLUgT3CwSwDqxds00TETBf2Rl0qGJkgwHVF+9GWg8NHp4xCceK2FyMSWmPumNPWd2yB7xjyQS0ghon232BekuHIWLMBYgZGUpHcnheKhfMfWIVFr7SEHKhsjMkkPXJk4owO70JCiUNjmUFIeeDYODmvvniYD161zt067Wu6iJM9z0JrVC5JpX7Bet3ex0AwDfb2iHoj+JFKVgH9m1ngYR687Mg3jaDjqZOCArCqwMARGcV/F5KwvnPI+F5vqjUe53jr8KQnGLRvFRMTL+Oaqt2Y7h6ElbOnIsGTi5KR1LEngIRsR/cB7c862uMBVmuWKsjXYk0dxa70HbyKHh8tUfpGOXaLn1T5ffaSi2E/jgCUS8cVHzqNWvnCLVQIkPMw6cZzfD9ogfhv/wgZH1Rue9ROTvjynPNMGfSEjzsUrVaCv9tGCIGHa7Sey2pqrXgKHUQv6weTj20FDpBW6Xt2nsdALZTCyXfDypnHQwto3FpfBF6hJ3E+zWOlPveiZdbYMfXrRA0dx9kg/2tjqiu5gUxMwtqb29sSV9a5c/ppOptwlR3yn+iFTKHZeOHpssQrnU3yWfmSUWI18to6KSFWrDOQT37CvV4cdILcNmwz6Lbreh+wTr/1ozw4MknMP5SS8W2P/HNdZDbNlZs+1RsU54zItcUsamgW/KkIty/6EXsjPFF9UW7K3QwCQBSQQH8F+zC838PrfK2F7VZw/2CFdDLolF1EPncKdTbMbLK22cdWIeS7wdBJSBucV2sW7MAJ2PWVqipAIB5gQewe/xcJE9rZd6g5qZSQ+XmhrwnW+Pq+LY493YMkt6NgecmNc69HYPAzda9joTLj/tQs+9ZjBg2ARtyq95YxBblYeqVpvg0sxaarZiIVx7ohSfPPAq9LN76ZS32FIh4caLlm4rKsKuhUFMuN4NL70z8PKs5Pum9X5EMfdyzMH2IDtH7NHZ5JsNWjN/dHxE7rf/MIFlOg61jEP3BPkhV/LmMHheP0PdH4O2Hv8NAj8otjtnZVY+R3C8oqt7OwQhc4oRrzXWo9WHV6kAuLET0CwkImz8cCZ2WVfqMJuvAOpR8P0gxjfH9A4vgp3ar9Ge4q5zRv99v2P1lFAznLpghpfmo7quLs/288Xrv9VBDQmPddgSoAW/1bWuvhP6mXMBKkAsLofntIOaP6gss/ho93XIq9f56OwcjdGYhrnTwhf++G6h9cBcMAOSnq+PxmoMAAAYPHR5ZtBNPeh5BlLbytWIqfxUAM6aOgduP1jf86XZ2dcXi92WtIeXmA94VOwNlLj93/RiqKM67rJTYojxEfmzdZ1rIMmKL8tDowzGI+GMoohfmG3UwJ2VnI2rMPrz5TZ8qrQjL/YJyYovyUPt9GdpfDyLo/V1G10H0uHi0OdyvSu9nHSjr0bhHET3xPAStE86MVqOJEVOTv+p3GvLnBqudJERdPwrxi1rB5c8apX49+c1fiHt2EQZ6pKOfRwbqObmWbipskGZHcXPxTlo0tuSV/2+ql0Xct2cgQkddhHgqvvjq5W2Ly4mpqZCOxkI6Ggv1nhP4fWgrPLVgqjn/CPe0p0DEjKkj4faddTcVgB01FkPOt0fgzxegiqiNww99qmiWBk4uOD3NAxAERXM4qu5/jrW66ddIGd3/HIvAD3chfOBRk61IGvb+CWzN86r0+7hfUEaamIuhr08x6T5Bys6G8wpvJOkrd3YUYB0oKVGfg/TPakNMvw7cF2mSY4X5YeuR87Ryw6/vIAhIHR2D+M9a4I1Na5H0xFJsiNxa6tcIr0tKpzQLzY6D+LOxKz55/AmErx+FDDHvrq89ViSi9pi04looh2wwQD54ErV+uIxZqfVNGblcelnEjnw1pk0abRNNBWAnjUWSPgdpQ/xgSLkIAFBD+R32zoc+hqpRXaVjOJwkfQ7qvp2pdAyHoeT9TOUZdK4j6r1ytfg3JpyOT8rOxozlQ6v0XnvdL1hzHYy/0AO+G0zTVN7O7ZcjeC5hQJXea691YO26rZ2KamuKJ1e5+LoML5XxMwqFa92R2kz5Yw4AUNeLxNn32mDbjDlI6rocrXRVm2TApskyxFPxiJi8Hx0/fPGui+r1XzcBhqvXKvXR4pkk/HThPlOkrLCorSPxYduH4fKj9d5T8V920VhIAIRs61qR0U/tAlljF3+9NsUaa8Ge7VrcAvMy6igd4w7XxFyc/qzerZMNplb7i0TMvV754SyBGnckvuRkhkTKqkgdXBNz8Ue+ZfeJ63O8kDXAHeKNGyb/bLmwEM6DClkHNmJ9jhcil6TcOsng6WK6dRA+eGo1DA83N9nnVYW6XiQarD2DhMFVu2fE7kgiAj7ejUc+mop30qLxXY7nrZuw/1sLlZFxwRuiLJk67S0ni/KxI1+NAUkPosPIEag7IQ5iJRsgpdnFzdsJel/Iovn+oatCK6gRP8wdkQeVTuJYrLEW1N7eEFxdYLhof5effZfvxvZfG2F1l24AAFkAcmsBk578CYsXPQGVXoYgFz+e0zEX8e1XmT1TmpiLDsunImS5+VbTNVy5ipWfd0WLFxainU6q1E28rWqfR7qrK6S8u1+mtzVl1YEgA4ZumRB2eEOll6HLkuF2pQgjRhosVgcz145ByHnz18GgibPhX8mDOXusA2v131pQOTvDS2e6xqKnWw6w+GvMG98fLv+chpSdbbLPLo+g0wGNotBs2RG87X/cYtu1CbKMwLm7sHNdKP4Kaol3mnlA7nEdunXe8DxftWUBol86hZa1+uNQi69NHLbY9HO9UDgzAKo/D8MZ+2BdRzMVY/PrWOwskPDK2JHQ/VI8C5Tqvrr4ZstKuKucFU4GrLzhj6/7PQLpyCmlo9zBHucpP1hYhCkvvHCrFpQkaJ2gCgtB/Ag/RDW7AFFSAY9ctLoVMgHjaqHMecoFAYKTE+TCwlIPGx5ujjeXLUMLnVjmOgB5UhF0gsboucMfPvU4NJ2Szf93LQjQ1PCH+msBP0VuqfDbRFnC/S+Ogec661vvpqq1cLf56gXNnbMfGR5ujulLVuF+51y4qu48a2+LdZD+XBtEDI3DV5WYScce6wCwzu+H/9ZC/hOtsGPhokovdlieHKkArfY8h9pDzlqmYRQEFHZrgZ+XzjfbMY8qIKHK7zX3OhZVUdY+qbLyerXGio/mmmWGKHs4bjTpdemRKTF4+NTjyJHMv9S6KEvomdAFL08eVepAMvFVJ6toKgBgqOc1ZDTwVDqGwxhxYpCiTYUmOAjpz8UgdVQMHj6cjpc2f4sz/Rfjl+hfsDbqa+Q9aeNznleULN/RVADFN9YN2jESrd+fUGr4SJaUj44neuKxIaMRsWWEUZsulPXAO9Ut08DJMgxXruLyF6FIMVT8Jl61oEJ6YwGC1snu1zQo6wtcs+MgPu70KJ7oNwIxR59C2s0x0LfXQeR3o7Hqhl+Vt7s4Mwjal70sVge+y3bj0F/RlXqbWlBBdtDRsiNTYtDuWC+L3AhbVi3IKsHkTQVQPAXt0ZgvcOZ1y/xcXx/WBv9bsMRqjnlsgSmmeXbbdASnimqYIM2d7OG4scpDoWKL8jA+sS9ufBGMrB450O3yQPBXidCmXUKzNydh1+A5Zh/nF/t3GOps2F3qserVKj9LB9kH59U+imxXHRGK870DMbD/Dszw21Tma/zUbtC7WMcNfiVUbm6Ie8/CN6I9X9z4bf+rDWKXBCLC9Ro+/+ER1HlzP2TDOdTd74Ew9XDEdlpcpdWN2xwYjIC9py16+dh31X78M70W+nlkVPg9Hzy1GpPdBmJ+ty8w9Ytn0bp78RCGP/c2QOQEZc5gqyMtNwWqIek8VEnn4fmogN5dJkJ0FqAqkuG87TBkwzlE/ga8/U5v9H3mkyrVwft/dkfUfuu/2TFsTByupLbAhU5aRK7JhHQ0VulIJpMl5eOMXg1XwYDxiX1ROD/w1nMee87D/cpZ7AuLwvPrvLGs1s5S792Sp8PR/BBE6IonX6ijTUNzXdXuSbF0LWgFNQxe5ltQTWjeAOqrmSiMrIGOY/egnbODdqcKujy6OTo4/w7AtqfoNZcKNxaxRXlwU0noc2IoNjdchSFvToHPZ7tRDcnwPN8UuYESDFeKdwKhM3ajLV7EjwM+LPUZeqjQd+Vk1G5/Hg28LuM5339QTSXBR62DXhYr1XVfFvMQvu46rGc9RHJEmtDa6LjhGKb6/FDuaw03GwuVszMEFxeIGRU/EK0ylRqaWjVxqXstyBqg5tdnAAC5LeugcMx1nG2yBMCL5s/xH9KRU7jQGrgAN9TGbpScS5SysxE18gQafP48TnZYhhRDIcK1FV9RNfOSJ/xzrf/m/Z5uOej51BIAQPfRC289vt7nGF4W+yP6/bPFDxTpzV4nhY+2RMogPSY0/t2s2ymTLMNpy79XGW+/vhA26xAa1Kl8HYiyBFWBbRxsfRn6O7Cy+O994kMtcLqtrsyrfZYg6HRIer0ZxNB8oz7nvk/GIDdMD6FIBUiA3yEVvFfuhguSb72m5Jyx4ew5XBwYii5LeuDCnyF4f/BKnC3yx5ahD0Defxx/1usCAMirUw1pz+fhYOuVlTpWsKVaKPHf7we1ny+gVkNwc8WpV/3w80Pz0fOryTg66OMyhxKS+RVUl+Guqvr6J/auwo3FlBaPoahhbWi9tWjWdQLq/RR/66Be9edhePzn9WGv78eUuY+Veuzak1Gos/YIMFtArNodU5weQ3b7CFxrpoIgCjg0fF6Ff1Ae2DYRUad4ZzT9Sy65ICAIFruX4XyfIEz1+bFCr+07cRs2pj6M1EH5eLbeLuwY3AbyYdNPgwng1hz5Vya0xvcTP4Cfuviyf9qU4p9aD5VQ6ZtNLUUuLEStVVo0Ojse4auuoc7ai1gYZH3j0G8x8l6A2/Vxz8KTfT/FhaeKD+5GJAyA5pEMCBoNLo1vhVrfp5hsld/svm2QEa3ComcWo6OL9d0iWNU62F8oI/q9szZ30un9gN2o++loRI8+BllvuUVe1d7eKGgZjqReKpx+rOQK0StV/ryg93ZB0GigDgpEVsuacPvu3v9m4pkkqB5zRUheChbPbw3IEuTM4it4Ymzx+H5dLFBdbolGp8bD6YaAzn334MPAQ+VmuVstCGb8frhsyIHvwaoNsyrs3hJXhxbc+n4o9HfBpAVfooHTNagAhGrdAbhg38AP4ari2XKlhL13AtEeY+AdmoGDzdcrHcfqVLixENPSof49Ha4Aor5HuTtt2WCAmJZe6jHfZbvvGKLg+n066nxffLPrk5uG41oLD6yZ9iEaON19fukjhYWoN/cGRCu8Efa/siJUqPxSWlQVMdP24ccnmmBC49+xKPYB1Hra/Ivk1e0RX+HXNna+gB9HpyG20fcAAO0aEevf6gr35AIIO4+U+R5NaG3I2Tl3/CzdiyagBu7bfBXBThl4wuMDhGj+PdPrZSMn75y27EedLcX7mfNPBqHp42Mqtl+Yn2nxA8qLE1qgh9tfAEwzzlkrqG+dnf8i6kuM/fMpFPUswoKxC7H06Y7YFd8ckQuLgH2VmwFG5eGB7M71UbLMT9iE01hT5w+TZDaXqtTB52n3Q862vSGxOkGLk10X4vOj4Vhxpi28XAqQfCwQsgBEfZEFWaUCjschv2szuO1JrNQ+4W7U1avj6mfeWHTfItTXitAJpqlh2WCA4Xwy3M4nl/9i4NaNzve6OldSCwBw+suK1YIIAXLenVdgZDMtTpioz8HTs6fBf8Xu8l/8HyoPDxSOvY7Yxt8BKP5++CwhBo+75QEofbXO1lfJtnVSdjYix++FytUVrb7pjX1Nqz7ZQVls/bjRaqablfXFX5T++4BBwhQcfmXhXV+bK2shJ18u+3M+98faN33xtPuVKo3NNbXp/b/FurdqAZKtnT+zPR8GHrp1Fmt/UG1ctcA2kzIrfl9HZ1c9Ot9sKgBgovc5TJy7GH/kq/DKyyOQ569CjT03gOMJSJnUHKIO6NPrT/wyrz2qb4wH/H0hJZy7dTZT7esDBFRH3PPeCGlQ/PNw/ecg1HoyCW/6779Z/xUfRmStDCkX4b/wolH7BXOStIDKTEsCBWvcsSj0Owz7ri8aavOKG4E6f2Bp65r48dGWMCSdv+t7Vc7OEMJr3/r96anuONt5iVlyWkJF6iBDzMOhxU3gk1f5AztjqBrVxdDuFZ8R6m5cVU54oVoyXiiZyrJB8X8GtH4Q3f2OYfXFNtgQOQ8vXuyMuDmt4fl3UqXnuNfUCYHsVnwwfuVd4FDzrwFob/6yDRXdJ1jaRdEdPrGFVbpiLkeE4K9GqwAUX+2Y6H0OE1udM21AMikpLw+esz0QM/0p7L7ZEJqCrR83Wk1jcbvqR6o+TZvnhsNYszEa/1vVDafarjFhKqI7+b7jAvHbyq1j8F8dXST88dGnGJHcEe9M24wOO1/AjKbfYrDHFagFFV59+xgGP9cJc2p9huFPj8alDh7ICTWgQf1kfBe5Bhqob21fX1+8OduJ7RwkVFR5+4XnDj6D2gVxFkrzr1pzD+KnoTUqdfN2ZQRq3LGl7ibcfqPgM57n8b3vQ0BS6dcKOh0ETfFuPf7thjjVZ/6t5zRQwx7WRL1bHRTKerT6cgrCPrf8sLmMhtWwJyMU8DNP/X0ZWnwfxsCbdbAi5B8MmKSFZoqI9F4BMFy+ctf3qiNCETu5+q3fz3xoA/p7FC8caQ0n34xR3j4hWzJ+Ze3K2JLVCNfr6uDs38YqpxEm07teV4dt960C8O/Q4kJZj2yp+ASgq6B1uHthrLKx+K+ZqQ3wut/xWwdP1dX5KIyJhnbbgVKv09SuhWufuqDwNz+813ilAknJ0QgmWoxPK6jxecjfANwR3+GLm4+qbj1XPD++O976+jNEaw3wUpV8YWrv+BxH8FcBMOF4PzwbsRs1tRkI16ZC97eHRcem3yJa/qySTtDi8qsiAnoW/17VpD6utKuG0L4JmBi8HQDQzGmHyYa2WKuSOhgQvh9Lf+mM8NcPoYJLM5mU19o9uKKJwYW3ckoNPTSnL0N/h14W0eaxsfBbWkZjoVLj+tBWyKwLJPVc9J8nbbuhKMvt+4Rx3sVX8qZ8NhzB2eZbIPG/ZlTfh8kv7UbLnyfBc53FNksKMrgK6HRoeKnH8o96I/zz4gVxYycH4OxTtnuluCqssrFImfTvPMPtjvVCtdEiHmrQDhe6AxPab8MIr3hcbuOEkG2l33ejWU3sb7YEaGbhwOSwkiapjF7IqzJa6WxryIIpnevhgulXmwAAdr3VGv7f78Xm6JaQXZwQP8QTdb8/D+NnKLcdXzb5DMsOPgAAaOuxCX3cs/7zCvtsKs71cEH0itGoudMAp+sF8N93HL9HNkb4hUOKzagEANp8GXoL9zRaQY1mw4/h4ve+t+65yBgag7bj9kMriJjp/5Fdr3FwrocL9hXqIckqDP3neUQOOYTN0S3xfWhntHjnADzPWXZSAneVc5UHn6oKirCzQGuVEynQ3QXO3QXMvfPxku8iTU5Ni+axBlbZWFT7xh0tnfsg/28/hHyWAENqKpyTziPqZ+C3P+vi4786I/qdfbD+W7eBB1zOYknfXrwsaodUzs5oF3pW6RgOI/Tl3TjycvH/u2IvAECMK54+N+IIFGsqVF6ecFbpLb7dBk4umBd4oPwX2pnQl++8f0JMUP7n0KAToFVgqZpltXbi6R8ewenU4hsyvm4297Ybmu23qQCKa2H6n2MgSDIib45gEOPOwCkOOGhoDs9fbed7V4xNwLDfn0XSo8uVjkIKs/XjRqtsLDy+3gNhgw5yYfwdM7zoH81GdOGhMldPNOcUclUVrnVHRl0VbHsdRdujFsxfCxlPNcFPtT5Fyc125JjOTojGY66/wh7uX6Cqy2gAiw2D+q9vw38Fwkt+Z9n7CpR2+zoot9P+evfp6K3xWIGohK0fN1rtN+HdLmlLubl3XZLdbftJ9EzoYs5YZCNE2cynDgUB1xsKDnNPA5VN5ewMOTrXosPhyPpogoOw4GmeabYV5ppuFihecdw90SrP2RJZhF19G0q5uUjNt85Fv8i+CGo13nzyK6VjkMLE5nWxs+1/b4wlR6OvXR3NdJlKxyArsDTzPgQvOqp0DCLF2FVjAQB5hdY3rdd9D8VDXc2WlzuxPS5q/a1pN81BcHGBSuBNdo5MXS8STyzbAT8rXcGcLIN1YHtUehmFsunvi9LLIr5c2AVSbm6V3l9zqxo7CyRcE6v2frIfkpMMmPHKmjnZXWNR420tcqQCpWOUsqzOT0ia2ACXXmxb6pcmrI7S0ezWRzX/RMaAlmb7/HOTGuJJt+tm+3yyfkl9quOFahVbWZjsF+vA9rhsPYIep3uZ/HOjdzyPgM8OVfn97t/sxTttu2HAkHFodqAv9LJtLpBGxlvT7xNoagYqHaNK7G4goDo1Cz/nBpptsaqq8Fa7InbEnauDrnrODxeK/Mp8z6/TH4DbqSswnOcXVlW4qpwgmvHilegi8/4KB6apFYwxfTYpHYMUxjqwTbK+CHl600/bXXutClKBcSc2DVeuQn3lKgITgrD210AM9azcyupkHwLUhYDKNs/9211jYTh3ATO/7Yenhi6w+gO/IZ5pANLKfE58T4UfVnREjU/YWFgdlRoGdw6DcmTnBodgnPfPSscghbEObFf6DdMOXRuZEgPXYykmm/ZaLijA35lRbCxsmRHHCloAko8HYIOHgLbZDpUj/P2T+KvA+u61qIyZ1U9BfDATKldXpaPYrKyH8gGV6ZtLTUgQ/njiQ5N/LtkGlYcHPnp2mdIxSGGsA9sW+rbepMOm/0kOg+FyGSugV5GUlY3f995nss8jyzPmWCFQ447El21zMVy7bCyk/AJ8lNxZ6RhGO9RqNZLXhCL9+RhoatdSOo7N+bDlegha81yUc7bRm6rINJRYEI+sD+vAdgl6092/kCMVwHmb6VYd0ATVhH5zALb05AksWybn5mPp9Zgqv1+tts31VuyysYBKQKDLDaVTGE0rqHGizVocmLUIKb3YWFiLwjp+0IKNBRGRrRIKirCrwMMkn6WXJXgkm2oQFJDbJAg76v+EKC1nGrNlYmoq1m++X+kYFmeXjYUgCHjAK07pGCb15YQPcfbLJrg2tq3SUWxGE901ZPRtZtLPFDQaZL2YA281h6gREdkqQ9J5jNo03CSfpYcMt1jeC0EE2GljIRUU4MPFfZSOYVINnFyQ0HElYp45hPThd15aU3l44OJLbZH82r+/cnq3Lp4HuaxfDiBE4w7PZ1JMuoaIvkNj/N5klck+j4iIlFH9oIAUQ47SMYjK1CUsFppawUrHqDS7mxWqRNCaODR7qC8Otfha6SgmtTBoDy7P/BUdQ6fC71jx+DuPUcnoW3M/Bnv8CbXwb68Yr8/F9ll1lYpqFX6I/gbdHpwA1x/2Gv1ZmtDaqPm/eLirnE2QjGyRysMDcfOj0Fr3G4rn7SBHxDqwD95fH8KM0Y9iVe2/qvwZ18RcdFw6FSHJ+0yYjBxdoazHj/uboe71k0pHqTS7bSzEtHQEDFeh1cre2N3k61IH3BWRJxVhW74PurlmQCdY1xdHoMYdcc8uKuOZ0n/GKK0bohx84SZ3lTNem/0Z/qcfBuefq7bjF7ROuPBSC/R++k/Mqm57P+RkGio3N5yeF40znZZCbWX7BLKsolZRiO202Oq+G6hy5MJCpA0Jwsi1MVgSvLtKnzEvLQYh7+6DbDDdPRZE18VCRC/Pq/Iq7kqyy6FQJcTUVPgNvIZ2R/tAlCs2l3ChrMe8jDpo+elELGnWFI13PmvmlGRunV31mPXxchR2q8JK3Co1zr/SAodHfcymwl4IAlRulb8pMvPxhjjTdWmlT1KQnWnVEAMWbGJTYSfEhLNI6VcD4y9V/vvh08xaOPRcQzYVZHKBGnecm2abw9bt/htSzMyCz4BUtDncr9zXZkn5aLp4ArY9FIXgd3dBys5GwEpnHCkstEBSMqeOLhLeWLAChY9W7svj/ButsGv4HB5E2JFLU2LwzKFTlaoFoWVDPPPaRjYVDk5o2RBPrvwNw71Mt14BKc9w9hwS+wRh7MXWFX7P4swgbHymI+SDPOFE5vFA7bPQBAYoHaPSHOJbUszMQvVhGWh+8M4bukVZwjtp0Wjy7hj0GjIWIe/ug3j139kddL/sx2oj5iEm69HRRcJr8z9DQY9W93ydysMD+T1boeYeD/w1bA5ngLITgk4H7AjGpvEfoJ9HRoVqQWjZEPFLW+L5tT9iVLWLFkpK1oZ1YP8MZ8/hbP+aGJly7+/7xZlBiF4xGj/1vh/y/uMWSmeb4he3gv6R5tA/0hyasDpKx7E5y2rtRMoib6VjVJrd3mPxX2JqKmoMFdFm9dOYV7f4hu7+O0ah2lEtAtecRI3MXQAA21yOhCrqYRcR+HgF3pKfhW7T/lLPqT09IXh74dTrNZDUbenNRzmPuM0SBGiCg3ChfwhCvk5GSq9a2B41G/5qdwD/1sIs9XC4/34a4o3itW/Ufr4QPD1w6jVfrOmwDO2cHeL8C5VB7emJG53r4f0PFrEOHIB4JgnJA0IxfM39eLvmFgRqivcVifocJBs8MfqLUQhblYI653bDdMvr2a+kx5cCjxf//9QrTXGybxikcykQnLQ2ee9AVdT5OR9f9fJGP4+MKr2/XVASEk2cydwEWZYrdCzdSdXb3FksQtDpIDg5AQDk/PwKjY1MWNAaZ3stMXc0i1IFJFT5vdKVSBMmUcYf+SqMWD+yVCcZEXMeKyO+gbfKGVpBrVw4CzOmFqx5v5A1qA2Wvj0PERoVcmQ93AUtXFVOd75OyscTp/rj0oFAAMCT3XZjit9O+KpcHG7oU1VrwZrrwBhJ78Vg/6C58FK5KB3Foux1n1BRKmdnpPVvirTWxe1D6LcidHvjIeXkABU7ZDJKYfeW+GPZMrNvpyJMeaww9UpTfHesGVxjdfA7ob/j5J69Sn8uBgfeLGvCnfKNudgGiS0LTJyoarZL31TodQ5zxaKEXFgIuZL3TNTeKAK9zBSIFNHRRUL8M2X9oPMKhT0o6tICXsNS0MipeGpgV9zZUJTwUrngj/s2APfd/ijrgABJDYdrKqh4LSyfz3fD5/PbHrPg9nWpBdiRry6+qmpHZgccxuyAwzjSoRCjTw9Avk8M/H6/AEOKfQ8v9Lygx5Dz7as0rXEDt4s4F9EC4pkkMyQzD8c6HVdFLofOo9mBvhWeWYpsyzUxF0l6LpJkT3xfPYet9X5WOgbZMEHrBNFXr3QMckT7jmPaqaeUTmE2TXQ67G78Hfa+vwgXn6ytdByz0247gNRRQThWVPkrD709TuN66xpmSGU+bCwqQExNRcCgy2h1qB+uiY4xLtCRtP9sKga89CLqLR6DiD+G4jJXYrVpctvGGBb4T5XeG7rxedRbPAbtjz+JJH0OCmUeWDoqda2a+PXheUrHILJrq6bMRfziVtDUrgW1rw8E7d2vLtsy6Wgsev41ptLve+PKw/Bau8cMicyHjUUFiTduwL/fRXR5b6rSUcjEgv8ogOe6PQh5cxcihsViaJ8x+DSzltKxqIqyIlzR3bVqY1LDvxIR8uYuuPW6hrFtnkbdjS+YOB3ZCkPSefR5Zyou8EQDWZimTggeCY5XOoZFNHJyxpnHFmPOn1/jvYO/IKN/c6UjmYW6hj/ahNvOcCZjsLGoBCk3F4Ffx6Hxvv5KRyEzkQsLgT3HsKlnK9RfNAbPJ7crcx2TbXlapPHqld3JiNQBKP5ZN1y+grpTTiLsh5F4PrkdZl8Pv+P1S7Nq4vnkdpifYf+X8x2OLMNv6R48//RozLjaSOk0pCChZUMU9GgFlatlph6XM7MQd8O2hr8YQy2oUM/JFY2cnDHt1bVIWNAaBY+1QsFjraCpE6J0vFIqUwtCi/twZl4bdDiWj8d/P4kvQ3+v9PZm1PgV2f3aVCWqYhxuVihTUPv6IPULP+xp+pXNzhrj6LNC3e7+8SPh9u3euz5f+GhLZAeXnufA51Q+LnR1wWcDPrX5aSjtbQaYzCEx2Pue6Wfg0NSuhStdgks9VuPvNIixCdCE1YHH6hv4oNZPCLk5RaUt4qxQZcvv2Qr6ken4p9E3NrvPrwx72ycYQ+XsjKKf/bGt3gZE/DgK9ealA9fSIGZmmXW72X3bYPH7825NQKEUpY8Vhl14ANf6VoPhfLLRn2UKaRujsK/ZV3gsvgeyP6kFj+PXICaeKzVbmNrTEwiojhufyPin0fdGb7NHfDcYulyv9MRDpsZZocxITL8O/+e0OL2nEA2cOGOIrQuZFI/0b+/+vO6X/dCV8XidnQL+t/IpRHyVgk9qOsa0edZM0GgqNH10VRnOJ8Nvaekvt5I5WwxnzyGzoxN6DZ2KLa/PgZ+as0rZE5cN++CxvyaO/6NHhLb4AEInaKEV1MiTiiDdnDNIBVWZUxqT7cp/qCG211sMtaDGmScWI+fxQrT9dApqzd5n1v2Nx9d78IJ+Ai49IAAAJGcJu7rPvbW2hqP4PORvjPwmBntXt0XA0oNQuTgjcWp9OGUICJp/ELLeAEiWnT1LLajwS/QvyJtfhMtiEfq+ORV+R24gYaAHAMC/Xiq2NFwDV8EJgPFT188P/QYPz54CwSDc8ZxTlgp1Zh+BlJdn9HZMhVcsqkjl4YGa22WsCKnaTaJKU/oshDUolPXocboX5LerQ/37oSp/jjo6AvO2fYEorW0eTNrL2cmET1ojdIMB57s54czAql2xCPv1WUQOqXotOOp+wZrqwGwEAeqIUEBVfMXifC9/eLa/Ct0CH7ieKV78KqWHP45NWahkSpOwl32CKSS/0hanXij9b3qyKB+Djg5D4PBUiGnplgkiCEgd1QbfvDQb4VrLNRfWcqyQJuZib6EvtBDxoEsB8uQi/FPgjUkH+iBixLlbC5yaW9rGKBxsvr7UYxcMObgi6tBKp7VIhtsVynr8mOuHT2b0u+fIC1PgFQtzkyRczKumdAqqoiwpH82/moSIVw5DLjTyEuu1dGzNqY8o7/OmCUflyngmBkWeAnxPFUIz4yqC3TIxy38hMh91RQvddVR2HYr1OV6YO6s/6v4SZ9SKulJ2NvZuaAuMt83Ggu5BliEmnL312+B3zwDvAkDirZqplZOHGYMa4Z0ax5RIaDXU3t7QNyi+70ibngsxtuoHp4pRqXF5UmtsGfkBgNIH8g2cXHC45VeYsb0RrhZ6lnouJbcakvbXgqFmIepOSIKYUbUVl+8gy1AVAa53nrR2CH5qt9sm5VDDS3BBd9cCdH1gJeoufhaRY5LMPjxNaNoAQZ53NpIhGneEKHQ0rRO06OOehbcH3YDbPUZeWBIbiyqScnNxcVtjoK7SSaiypl5pit+WtEH40j2o4AW7exIzMrBkdXeMG2/7ZyqtmToyDAmzPCEIMn6ImVvGMEQ1gEJUpqnIkQrQcPM4RK7Uw2vnHqOaCiLDxUvYtOp+DJywF3W1Ooe4H+O/ktY1RkRAKrZHrwQArLrhhzc39kbUnESIV68pG64CBJ0OqB+Bcy+r8E/MbPip73514K4NZL3i/9RfNgihY51guHrNJCt2+5zKw2/5tTHQw0JXSWyAWlDhcPvF6H7/eDj/vM8826jhj9h3QvDtQwvRXGedQx1dnfRmHw5cUY631yO7o5dFPJ/cDsMv3A9Rlu66kOE1MRfhvw3Dyf7h8Fuy2yQ7+ltM+FFUNn0NTyR0XIn4Dl+Y5N6mWan10WrxZESPPgxh5xHjA97kd1xf5kxi5BgCPt6LaQ/0xmPxPZSOooj4Dl/gl+hfbv1+iGcaYgcswJRdO3DhjbZQV6+OjKExuDi9LVRuVjZ8VKVG/AdNsfzHJTh9/2qj75U6GvMFJvzzGzQ1/E0ST9hzDJ/8r49JPsuePBnXGy5bqj6E9V7UNfyh+lqNM12XWm1TAQC/NfoScQuaQWjZUOkobCzI9jX4exgu9fTAlZ5uePTJZ/Dok8+gwe6BaLBgDHqd6YQMMQ8zrjZC59lTETH4CMS4MybPUPuLRCzNqmnyz6Vimtq14PHORZN93tQrTbG3T33UenuXyc/w6Dbtx9ac+0z6mWRDJBGG5BRc2FpH6SRWQyuo8bCLiNgRCzHwn0P4/s3ZODx+Pp4+kIiL3zdQOh4AQN+5BTocycHhpz5CsIlukNYKajzoUoDYGXWM/qy0kTHI31IHr7z2hfHB7MzSiHW4MqaVyT+38NGWuDggAj9GbrL6q4+uKickPb4UD362R/GGnUOhyKbFFuWh9iI1DJevFD9w5SoAIPip4t/mvqdGj6cno9rf51Dj8i6z5bj+YCgedv0O/x2LS6aREROEn0I/RGXvnSjL1CtNcbJ/uFkaTAC40b8NnvacA9YCGUsvi/gh1wfT/+iDdzsUD6AOc7qmyE2iplI8jKf4Z2O41xU0b/oZnn92IvwOZECVlavItKL6zi0wZeGam2P4TTvTowqCKSYGgt+S3ZBON0W1z61n9h9rEap1xw9TPkAvaRr8PzV+NIK6QTSyPtTj6/olTaZ1NxW3W/z3g4jKP6hoBtv52yIqQ6/9I6HedfLuL5BEuK/f82/jYSbZtVUWnanD0Xh+dwgvX+ps9OcUynrsf62F2ZoKwPS1sLNAQuSq0Yj6YjTCdwwz2eeSdRNlCc33D8LKFo0RNfIAVjYIx8oG4Xh10PN2VQdNdDrsemsBNmxejU6/HIfQvAEyh8RA7ecLlZub2Relk+5vcltTYXrnDHmoN8c03z+yIOC5fUNM8ln2JlTrji9enAu1r49Rn6NuEI371x3Bzkbfm+zKlSV5nNFYfPrd/+IVC7Jpur89IOuLlI5BZpbZtxm+DZoHwLjForqc7A3nX4/Z1C0xY+eORdiC4qttqsb1sL61F/q4m3f2E1umcnODoWkkVP8cUTqKURrvHYxaz1yAmJ0NALeG7Ak7jyDEvQXwsJLpTEsrqAGoMdH7HDp9FwsflYjzb7hAhID9+WHYPLw9sMcMM22p1DgzWGu2pgIA6mhcceplf0SNMH7WQPUfh1CnsDG2tNChqyvv4/ovLcq+v7IyNAuzMMMvzgRplDFnzDK8KDwPr7MiXH8w7/Szd8MrFmSzUgw5cEkzfkdCVk4QkBWhgrvKuKZClCWcP+uv+OqllRFz9CkEfvPv1RXpaCxe2tYPetm65q/S1AmBvnMLqG+/SbVNI4gdm0EdGQaheQOo3NygqV3L7Fni3r8PU1euxbmvG0Fu18Ts2zO1PKkIrWaMRsjzlyHdbCr+y2VvAiL/GGp1dWAKDZxcEKhxRxtnNdo5qzDR+xziRzhBdZ/pp2BU1Y/E153NO5ufWlBB7a432ecJu4/if1OHolA23WfaizCtFrHvhULl4VGl9+f0aYMFoVYyZ2sVdXbV49iUhaj70olS+z+1r0/xPjoi1OwZeMWiilQeHrjvsdNKx3BoLyY/Ds8v9ygdAxAE6N1s6Ry4bRGcnPDuwFVGf85JfRHqv38VZp2Mz4S18HTiI/AecgNiamqpx6Onn0Cr2HGQyxi3XVgN+Hn4BxYfllf/+2TMDvgJQ863x+Er9QEAK5ssR22NHisym6CxywXMPtcFyfuDEDojxbQzst1G1agu3um0Hp1d9Yh7YBXi2+Six64xiHw5A4ZzF6CuXh3QF5l9vvuq0ssiYg48g6ANp+6ZUczMQsTzCWg19N86KPAFVg352Kbvv7ibpK7LsbadLz4f9QR0CVdhSDHBRA4qNU6P9zD739c1MRcB3+tM+pkecRnYXaBDO2f9zas9BBSv6XCm21I8unxola5w5fsKCLHB4U9lWVZrJ+K/3IanDj0PAIj0TcUvEcvxTlo0Vm14CHX+dwhyURE0wUEQL18x6SQmbCyqSNA54bWgn2HqG72oYvSyiCvvhEOH60pHgdrXB18MXACT3KFHZtPzx4mITDJvI2qKWjhYWISnt72A6rs18E7dfcfzUm4u/D+9y0QEgoBONabg7JNL8Ee+Chsym8EgqbEg6N9L4npZhAQJKqhMdlAyO+AwAGBV7b+A2iWPOgFwwnTf4sXRutb/CReicvBU/FT4fH7nn8toKjXODPJGP49/FySL0rohvsMXGLk+BgkzmqPlnH34esv9CHvJDNu/PYqzM7Qxld83Nd8/CEEDL0DMzS33tf+tg/iFrTDnYlesD9tRqW2KsmT1M94AxTd9P7pqAeL0Orw4dQzcfzyI7Cebw/3bfVVqVK9MaI1D3eYAMO89HNmSDK9/zpn0hIYYm4APWnXE1ZV+d6wCTVUjaDTIfiBf6RgmFaV1w/HWX5Z6bIZfHKYMP4F258cj4z4ZLVvFI3tAYPGkCYIAQV38nSBLcpXv1WBjQTblsiEHfWMHQ/dONbjsP2mCEZWm4aEqAptM85AbR6Gm5h8Axp1ZVFlo5ICxtbDg6sOo/SOg+6UKB7+yDK9TanSq+xiK5gXC7UwGzrzuitCDjQEZCKiTDvf/eUBzowB6H1cYZlzH+npr4W/kfP0VFaJxx1dvzMYLJ0ZD3n/cJJ+p9vRE6tMN8MTE3/GV94co60BxSfBuHFn2B5rodPhK084k270Xwd0Naxp/jorWwaY8Z4z9eyDqTTpToaaizG26GUo1FUuzauJikTe81PmY7FO8Yvigcx1xNf/fYSJnLvhDlanF9K4/YYTXpSpt15K81a5oowaWffgRjr4ThJbOf6DTA1MQNeXwv/fatWqIzLrucL4u3rFgmqB1QtbTzZBRV4Vfh30A73ssfmfVZBli+nW4fhaJkTVisCTYvI2yIxCcnPBpq7VKx7AInaDF8lfnoYlOh3h9Lg5tC8br3/eDKjwHbzT+GQAQVxCIn+d1gN+3J+46JPNu2FiQzUgx5KDLomkIfq94OjlraSrIvBJ7u9vl8I6ytDvWC9WG5kJ3ZX+VP8P/013Ap4AzkiECCO1/52skFF9TUf8poHf3SfCdloTvI7ZXeZuVEa51x5lJakTNDIOQX1jlYS0ZQ2OQ9mAhVBoZcR0/vXnW/e5nn5voTDsc5V6kzCz02DoeSY8tu+frNuU5Y9yWZxC5Jh9Rew4atfJ71PwihKePwuSumxCbWxNnRkRAnZENWeeE7xp1AgB4bY2F6sa/07lGofj/f/iiI7LW7MVUn0QjElhOPSdX1HPKAOCOTY9/hClvPgYYDMi9PxqjP/wG/TwykKjPQa/waQjekAzD+WSonJ0R/14THH/6E7iqnGAP00G7/rAXyX/74r6lA7G8ySq0ceZV86q6OKoJWup+hbmvYFmLkv1hlNYNUdoM9HtmUekXeGTg1bdPYMzodjj+YRt4fF3xq/1sLMgmZEn56LpwGoLfM99aFGR91NWr4+EOR4z+nL8KgOAd1n2jq14WkZrpDk8/p1vrsZidLMP5530oPBKE+sPG4PQsy2x2Yau1uLLRCztvRCK5e/VS95EIGg0uTG+F/Ijim+ydz+kQMqv0z726hj9qDjuLfZFbbz5SsaE8lqoD2WCAW9Ldm+EMMQ/Nv5+MukszEHnSNDO3yAdOIOIA8NMUPwBFgHzy1vAb95vTK9/tTy4dOYXfBrWGtFqFPp6HEW6SRJYRoAYuDo5Gbss8xHVYfGtYV7jWHUenL8T0oU1wfGAU4p7zQXzvhVAL1rt6clWIaekI6pWOGY+MwEuLV6Gzq2Pf1J0jF0IQ5UrN/KcJrY2OA/bDW+0YTUVFqQUVlgTvxsH3/kTvbqMr/D42FmT1sqR8tJs/BUGzlZk6jRSkEuCiNu6Lst2xXtAs8IPz5n3lv1hBWkGNUff9gzUPdEH1E5bdtiHlImq9dRGYNcki2ys++EnD0+6X0HTiBDhlRSLotxuQD57Emfda4Ei/ubdmAVub7Ys56X1RY/E+yAYDNIEBUH8FfBfxCyozsaG11MHwC/fj4JeNELlgL0RzzDdfxRvjpSOn8GfHWvhLG4bN1j8q6hZvtSv+mDwH7iod1GXcM/R+jSOI37wTwWqt3TUVt9P+ehDvjh0KLFjpsM3FrWOFgxU/VtCE1UHwV1fxSc2qXyW2d811TjjbeQWAlyr0ejYWVZQwLQoRWv71mVuKIQddF04rbioUXvTlbvT1QuAqWGc2WydevYb4fmH4Y8shdHSp3OC3udfDsPHFh+H59ylIuWfNlLA0Y/cLk33O4uJze3HwQkvoNtn/F52ryglxw4ovwW8ZocPR/BB8VW0u3FX/njkc6JGOJ1+ah09H1YMkq+CnOYLhXldQ0abigiEHg1+YDM/fTlqsDgDA7ZKM99MjMaLaUUy71AmSLODY0obw35yEGpet88qrmK78ZBhVUd6Z5iitZe4hKkunn6YgKs0yKyE7bdmPd8YPBT5xzOai2TeTEFHBYwVBo0HSrJZ4/en1N1eDJ1PhkXEVyG0b47XHv4FOcIxx30qaeakrgqx8+JPeQwOtoHQK+yWeScLwjSOQ2Gdxhd+TJxXhixVdEbBll8XuxVFHhlVpv5Al5WN3QTVMOtwHrtvdEbA5Gbpk+28q/qurayG6uiagrDHOriqnKo//f+ifsYjYdhSShdcvqbZqN7Zc64jlHR9B2Mt7AFmGD3abd7pjsirb8rSIXpENyYRTeZZH98t+vCMPhXrBZ3jYxXFOeL2fHomolVmQKngCUhVeBxsHzVG06bRXtt1YCDeP5sw0J/rdOL97FUM80yy6TUckyhLiZjeAG6x7CJTrvrO4Kjoh2LZ/mqyXLMP7uAD0qfhb4vUyvE9b9oydVM0NfT0uozKzV8242ggb196PoPkHEaI/BUgiDzxNzOmUq2KLIjptPYCwrbD4dxRZh7NF/pBPxFt8u7rN+/G/0cPgvHgp2jlb/1TCxhJlCRvfeAhuRyt+rJDarjp87P+vRhE2/dea07s1LrwWY/HtOqn41W8JTyR0h8dm00xJaU5i+nUM+HKC0jHslyDgeqPKHZg10elwrbllryiqU1Ix/mL7Cr8+S8rHtgXtUHPOruIDXysd6kdGkGU2FQ5siGcSLo9rpci2tdsOYMThwYps29Kqcqwg6gA1lBlq0OtMJ3Q93R2ibJ9zW9p0Y5EZrsJvz32A5FfaQtBY5nRxYfeWeKvWTxbZliPbka9GzuxgSHl5Skcpn6CCwZUHD+Yg6HRIeqcNDvaaW+n3PtdvC4TmDcyQqmyZ99fGwqCdFX69l8oFuV1zzJiIAMvXAVEJV5UT9AqOtKk96hqGXXhAuQAWUNVjhYB1p7DmRj0zpSqbXhYR8cdQFDxeBKFHBiI3jMY7adHoEtsDHUaOQNivz1o0j7nY7OANtbc33hy2BoEad+wbPRdtmg9HzdkaqA6dNttlb7WnJ7JHZaGeE6ckq6phF/7P3n2HR1F9fQD/zsyW9E4KKaQRAqH3oggoRRBE6SBNEBAQKWL35WfDAihIlS5FFAFFpIvSewk1pEMIJIH0sslmd2beP2KoAZJsmdnd83keHmWzO3MSbmbm3HLuszh4NApOoXkovuIGrnYhYtqtvfv1RF0horU1seCt/lDvtox55pyHG/585XsA9kjRFyJXKPu1Clew/9VLJ9XBeXkiYWoELg77AWqm6r9zUz2SoF6rw9ZRnaBISgOfcdsEUZbRvtgCM75aWaUdjPOEYjjstfxa+nJnznZASLlCoQTr8sMQsK96Gx4aA3/nDk6n1QOCJAvBpFL1hRi3aTpCt1d9g0A+Nw9/jWwPftUhdHW8YtLnukKhBA3+mgSXGAVqL4sG/18SVHvCCRyAPYBU2CEVYTmNceQZweKnrzGiWLlx2s5sP1PHUmmciwvu/OyL401+eeBGnqYvxHNHJkBx2RHBi68atcJFwYDWYEbexsEGm6r08CBXrG98tT8rpNeu1PvyhGI0O/gm+BIFhjU7hjWn26DeZxnQ37iFzDdaIqe+AJETAbt7w4F1FhaDTUwFn5tX7fjMjXV0ROy39SHa8wj+FbA/WbbINOLvAsz1Oy1xdE9nSFsw6nXhvzVTxb1a4E5jBd4ZuAWDnFMMTs7S9IU4X+qJKWtHIWSBca8LnJsrrk2MwvyRP1ZroWT4/hEIGxxttHgMtVf4rVqfq+w1QUqmbAfWprrtALCMtmBqWlGHBmsmIfyry+Dz8yWNhWkShU3bVtwt31xV5nhWqI59xRw+f+t12P9zEUJJSbWPw7m4AL41EPO+O/55fi5ClMbt7PkwoyG2bnwGgbPKymU/EcMgeUMDxLVfY9QYjKWybcHiEgtdl+bIDVVi30dzHltijhcFrC/wxrer+8M1qeyh1XXXlWr/guu6NIf3jCT8EvJPteOWG1NfLFL1hXjt6mtwGJAHPicHilqB0F+/8dTPWZNrvzZE7LPyvEDcT+rEglGrUdCrMSKnXUYLl2Q865CAKJW9wcd9mLGvC1yNGkhf4YFTzTZUu7Oh7pGhCOonn3VE1pxYlDN2OwDKKgUmDLFD5A9Z4P/bjM6SUWJRfZNutcDVt6PAno6RrGjA/bi6tbFx71qrSyzavDMOLj9Xfjfop2IYsI3qIv5dFRoHpgIA5tf6A36K6iUacboijIwZCte3AD6+kmWuKbEwM4ZB1qjWWPvxnGoNWQ273h4ZGhfc2hmEgL05974gihBjkiDqSh/5jMLPF2kvh2D9+9U7p5wZcrFYG98aXy8fAFYHTBu3EQOc06BmlDhewuNqqR8+PfgyHJOUsi8Ta2pcjRpIW+6JVQ1/QmO1WupwHkvKxIK1s0PsN40R03e+JOWbH3ddYDOyoX/M7tfl14UWr0fjx4CqD8Hfb7vGDgv6vALhfIxBxzEWW0gsKlLddiB4uyN2mj2WtF2LGfG94D7gjuQ91MZAiUX1TLzZCkmD/Sv/IGkGrLMz4haF40qnpdW6xsotseBFAW2iB8BrRC74O3eMfvz7aV5phVInFrkvFeH/Gm+/+3pjdepjO78ulJZg1KVhcFjiBru/qr4ZZ3Hvlvj1h++qndCYkkUlFlxUHcSN8EDE7ETETw1D6O9FUFy/jZj3gyGqBShyOUQsSMH0AzurvEnWw3hRgHDfZu9aUYfGB8eBz390usXLLc5iju9Jq5j69DCDHiYVA+9WsOHc3fH+mX/RQKlBp2/egfeiE4AoUCWUcgyDlP9rg6OjZz91EyepSJlYlHZtjr9XLpX8d+zh68KUW22x/UyjCt9r7OvCC0NeB/fvWaMcy1C2mliUq2o7mOV7Asr/dnsenNwReX1Uj01ELAklFk93m7+3dqJAENHl93dQZ+FtWSUV5VhHR4w+dxF9nKqe9MotsUjVF2Lss4PMOwOCYYD7rvfabk2R1q7iJco1D+mh2n3aoGeglP9ri0tjF0h+X3xYZduCLBZvJ/fzRMzg+TjXV0ATFYuEAVoUiEo0U3HgGBZaUYfzA4AmKhYAZ9C5OIZ94AhKhkNCh9VP+IS8/mFl4b6ymIJGgxEHRyFkLeB7/HylN6exGaKIkO8vodOdd3Du40VSRyMfLIes11uix1sHZXHxfPi6sMD/BBb4P6kmuvQxE+Orejsoe3ev+G7Qj3aAkJli0viIPMTpivB2r9Fgc/+r6iaICL95CrxM739CURH+t+w19Jli+fcgAQAEM3dciiIg3vu3Ve84heAdpjudc6s7srgvVpekkbPOznA8WAP/vP4tlAyHlmollAyHuioHtFQr7/5g1Yzy7teIvIhaLWqPOAPFvjMQiqSrfiFnfH4+7HKts151dei6NEf9UyL2/+97fFrjstThSC43VL7T5MjTdbvaA/xgFnx80tMXZxKrwIsMmJu3ob9+o+zPjVTZ70MTtC4JMzPrSB2GwewYBtnPBACtG0odisk4LHLDvmLLfd6VNLFgFAq8H7hDlnPJCCHGxTo7QxEcBNX7aZjjd7baiwmtzfMTj4F1lLDYPTGI9hs/6G/ekjoMYkY9j46HUGBZe9Do09JxNDtU6jAM5s054ticJWi8+ILVXjfV209h9L8jpQ6j2iRNLLK710FNTvqqCYSYnAj0T3oeOlHevVqmwtrZIXVNIH46tAHb6tAGk/f7wvsMbg+x3t43a8aLAhhaTmZTTmp1CPxJIYuKT1UlTHDBrOwwqcMwCqu/bgrS7ApuDJIlFlxUHaz48nsE0GgFsQFuf11GYW+g/qqJyBOKpQ7H7BgnR/zSZAW8OEea0vgQJcMhp74AsPRzsSQ6kUft39+E+vAVqUMhZnSgKLJsca4F4i/HYsWVtlKHYRTWft2sOycHF0qrvz+HlCRLLASVAhFK2pWY2AahoAB8ZhbCvr2MVXl1pQ6HyMhtvgjqLOu8OVqrQqEEdf4YjzrvnIfw3y66xDb8tK6r1CEYxHeVHTJ561gPuaT7SrB2VrpGjWNxVGOZo0vSJRYO5q9ZT4jU+Px87BzVHkty/aERHt07xVrd7h0BH44WsFdk5u3nEPJDjOwXf5J7dmu8UffzaxAscDoMqb6ZmXUQtDld6jAMYn/wCjqdGW0V03LrqXKQ1a/ictCWriTABfPXvSx1GNUiSWLB1QlHkwXRNCWC2KbjF/Dns3XQ5dJAqSMxG5+/ktBi79uIpgexR3zjewxJPwaAoRFci9HLMQf69Upwbm5Sh0LMRCfy+OnPTrLcp6IqhKIi+A9JQZ0t49HibH/wouV2+AQonJDZzHLjfxLlntOoEa3DGa3ldUBKso9FcbAbhrgfB0BVYYiNYhgEOec8/X1WQp+egYjXM/B+k9ehqeWIgOnxUHNlpTkduVLMqXlYkp235WBmZmN4/eoAUWd5NxBb9W+xHRRvKKDPsZ3fYVtX98AohH9+FtawVl8oKkLtt06AtbND4w2v4WKrn6UOqVryhGI43rDeDmrHmNuILglCM7VljZJJMmKh2n0a7ye/KsWpCZEFRq2Gm8r2FnGL5y7D/o+TyGqXg1utC3CrdQESO6nQ4YLtjN48bPuC9rDL0kkdBqmkHF6Dt34ZDX3ydalDIWaiFXXgku0tshLUkwglJdBedUX940OkDqVaTpS4IGBhtNRhmMyNV/wxytWykgpAosSCadEAA/1OSnFqQmRBf/MWTqQHSR2GLLCuLvip3hqpw5CMc4oO3IFzUodBKumfYl/U2qEp242X2ITDJXYI+8Y6N/MM+egk/OapEHFwmMWtuwhT5qDgxQZSh2EyPmeKsb/Y8nbgNnvETPP66PnTfgxzyTT3qQmRFc1pL3xnBRsWGYOdDW8GcL0HRw+pFqSPUz7aLT4FRiHJTGIigTkpXa13ob7Agz1wDmEj4tAt5hWpo6mSm7wTXE/elDoMk2EPnMO/hZZXRdKsiQVXowa6/XQYE9xumPO0hMhS0KdHseqnbvgiMxJL82pKHY5kSoNrwI6x3M2ADGa9U4St1mtuJ5Hfp7nUYRAzSNUXIvfHIKubBvUwoaQEwixvbNdYztrXEkEJIStb6jDIQ8yWWDAKBZLH18YY1zhznZIQ2as56ygONbTD5pEvWE1t8aq6MYmHN+codRiSCdxFoxWWZmtBQ7hstsxN0kjVzMx4Ac6/HJc6DLNQ7T6NuaMGocF34xG+/k2q4keqpfJjuQ/3KLaoj5QXnSt+rwiErkqBPvUmGIUSN99ujsJwPS6/NBcOLJVUJOQRJy+j09zpODB5Ntw5B6mjMRtFcBB6hFnn3OXK8ns/ATnbpI6CVMX6H7rCS39M6jCIGew60Qi1cULqMMyGPXAONQ8AYDl8OLMbdmVJHdHjBStzoXm+Puy2We+a3TWn2uDT7pZ1j6x0YtHnSsYDf49QnUcH+8fXD978mguyeCdwEDDI+fB/CQUlFYRUSODh9/0JNA+cisT+S6SOxvRYDtdntMLXg9egt2Oh1NFIZl8xh/SZYVCDhvMtxYXSErik6KUOg5hJ6GYbrdgm8OBlXk45QumIG50Z1LbijpmocMtbQ1LpxGKM660qHbiPUz6A/P/+RgkFIU8l8KizNBuR+W/i7xGzEKBwkjoik1HUCsCKoQvQzs7yKl4YSyZfhM8mT4HdduvtbbNGX6T2gGrXKanDIGbQP+l5qC7dgGXVSrId0Votwn8pkToMkyns1wqrQr4DYFlThW33rk6IDPFX4lDr/47hxfnvWlzpv0pjGMRM87XppAIAMngWTucsrzeKEFtxMa0m+Dt3pA6DPEauYA9FTIrUYZhMXiiHCKVlJRUAJRaEyFLQLymYlVVP6jBMggsPwfaXvpc6DEkl6gox/Iup0N+s2kgwIYSQMqHKfGR3ryN1GCbB2tnBtaPlbY4HUGJBiCzpb6Ti0OAmeDWhM1L0VrYGQcEhUGHbl573UnrDc8Vx2r+CEJm6zRfBf6FS6jDIE7AABIV1lioXSkpQsMdX6jCqxbbv7oTImHDpKora30H3he9aVynamxnodmmw1FFIKinHU+oQCCFP0PHkGChPXpU6DPIESXon1Pj7utRhmIz/39nYXOgidRhVRokFITLn/+0xdJw3HXlCsdShGAWfnw/+J2/rG4mpgkkR/wIMXX4tEcuIj5ZfJ1aHv+QKQaOROgzyBIFcIXKeCZI6DJMRLlzFO38PBC8+vgKrHNGdjRC5E0X4zz2JZ7+fhmlpTaWOxihcN53F5GuvSB2GZAKVWWAbWufcYGu3IGgbCvu2lDoMQmyekgF4tXUn+ZHvXEL3q72kDqNKKLEgxAKIej385hzF1Zf90D22u9ThGEzUlSJtSRhuW9MUryp43p5H8ituUodBqmFLYW24xORJHQYhNm9ZTit4bDwndRgmJWg0yNRY1qa5lFgQYkH0qTfBDBZQZ8WbOFIiWHRJWpefj6PD0ulI1tnulChieca43kJWM3epwyAmtF1jh4B/rXd/BGuxbUl7CCX07yQ3lFgQYmH0aekI/uQYPpowFse0nNThGCToq5N4dda7VrN+hBBi2bZr7DBn3BBw+89KHQohFokSC0IslGP0Dbx9cSCmpTW1uMVd5US9HjXOaaC10PgNUVpLC0atljoMQsh93joyGMq/z0gdBiF3uc11tqjON0osCLFQ+rR0eL98FVc6OKLuwZHQijqpQ6oW7sxVtNrzNjRCqdShmNX+TvPAedeQOgxCyH86x/RE5ORkqcMglbCx0BXepwqkDsMs7BLvIKZUJXUYlUaJBSEWTigoQOiIq2i87G2E7RuJPKHYopIMoaQEdcZGo/niyQjZNdpiR18IIZYtId4PfE6O1GGQSujjmIOU9wHOxQWM0nIeuqtDfy0FQ/6YIHUYlaaQOgBCiOFErRZB/zsKRq3GoKAhSOvqi4kTtmBJYnswTNnuzqui1iBKZS9xpBUT9XoEfnkUTJMoCF1FWPbKEUKIpblQWoJ6396GXupASKVwDIvzbX7CwXMqzEvtDH6YEvrrN6QOy2QY3nLK6tKIBSFWRNRqwccnwXvBUWzq1wEeL8XBvUc83HvEY/Lw8Yg4OAz7i+X7a8/euoMhyV2wr5hSC0KI+ehEFmIOlRG2JEqGg5LhkXDHC6LGuqtD1f4pB0dKLGM0X75PGIQQgwiXrj7wd/bAOYQMvIDP3xiJ7Ro7pMpx52ueR9yvdfDNsKGYn1NL6mhM6qWzb0DIpmkXhMjBgKNjIRTa5r46lmz4v6Oh/scF/J07AMOAc3GROiSTEGOTcLY4ROowKsViEwteFB75Qx7Pan9GDFPxH/JYin/OYM64IRjwzjsI2Tla6nAewGdmwWf+UTBHorF9RHsszaspdUgm46DSAazFXoJlq6J7gzGvfX8WOcAtXmO04xF5cDhjD1FnWwUkrMHFrgvg0CsdisAAJH/VGsIfzsga1ebeGx73jGBhzwqirhSrFljG5rgWt8ZiclpzHM8IhssXjmC192ZD3nrOFS8OPYpvfKKlC05GtKIOo653RqFOjZsFrnD/0h5ZDRwQOCQJAPCnr8QBGkgRGozr/WtiyvAtj3xt9qXO8PtRRSUDn0D59xkoAURsBDBS6mgqJp66iK09WuKrj72Q3G251OEY3cb6q/Gm20AIBbZR2cRUbvNFGJfcG4LI4tJNP4TPebRwwa3nXBH6ciKmB+5EOzvDkrl1GW3AHD1v0DGIvMzNCUbA2nhY7najtsuJtcOGemuwaWdDjLf7Gz0cShD67Ci4JTZF0uvARy12PPazsy91hvtmR7gfvwX9tRQzRl09PkdzsSbfC8NcMqUO5YksJrE4WAJMnvUmfLckwjUjAQAg3vd1vzPApQ2+aNJnPN6c8Aei1KkG30AsiU7ksbnQCytSn0HBSn+wPOD6RzSEklx4IAMA4HUMKF763wcscPCCdXbG1W/rom5kKtp5xmC71x8Vvm9Uu7W40KIEQ6NHwu8LDlxmvkVcNMij9EnXwGX5IVVfiLNab/RypJ5ics+fRQ54f814BH5xDBBFhCHjgftCOb8zQPF3wIyOo5EfpEaXKYcx2fM4vDhHs8dM5CdH71g2lYZYpCCFE15xvoCLpd4AgI6RsXhj5QG0tnvyWr1R7dYC7YAZd6Lw28bnUGt7LhB/HUKRPKfE5UW6opvjdQDyvm4xoihWdB1+hJBe29SxPNaF0hJMGv8W1DtOVe4DLAc0r4e4MWoc7TIXAODNOYBjrC/RuM0XYa8mCF+uGYBac89D0GiASvyT7hV+q/Y5O7P9qv3Zp2EdHSFqtRD1j9bmiF/dDEldVlTpeDqRx9K8YMz/rSdC51wCAPAFBZX6GdkKubYFAADDIHF2Kzimsij2FuHaIAuOqlLsr/+Hac9rBin6QrzZbiD0N1KlDuWu6rYFKe4PhUIJXu03FsyxaowesBxuv9kKbUacxSc+f1fp/lBv0XgEfnG06ue0IIZcE6R8VqiuIyUChv05HnW+SgJ/+w7dH+5jK22BFwUIENHy9BC4LnWGw6FYWT4r+BxzwZpaByU5N+sbX6n3WcSIxahLw+Cx62zlPyDwwMmLqHNOhdG+AwGWwZUPfREYnImDDX43XaBmlKovROcTbyL4Cz3YjGwEph+1xEGIB7CN66HdmrPY+n1HeKw69uAXWzbAsmdXV/mYSobDBLcbGDlqLi4NYyCILIb/PBEuSYDHymNPPwCRlCI4CM1bx6Ggvx3EUh1EjQbXpzQC6ksdGZFasyNjEHLqcoUjFE8l8PBeeBTXfvHAaKdBuPKhLxy8NBgXeRhvuV9/7Md4UUDg3zIsekAM0s6ORVy/RTjzMo+h6yfBLpOB7/FC4PgFqUMjZsIxLDgA51r8guTGhcjg7TH854nUFqrBIhIL5jdPQIir8udEXend3sCIsTfAOjigQ4c34PVBMubW+gMBCidjh2pyR0oEjDv/GvxmqxB09DwEUbT8hMLREUWdo9D7i7/xivMF/FXaAVztUPDxZetBGIUCsa/b43n76s+AdWBVaKku+//Y1xcjh9fgkzc74tysJnDdEwM+l8oMyhF/Kx0FQ/2gv3kNAMB5emDC4G3SBkUkl6wrRPAcscKRzargs7KBrGxEjC2rf78zojkW9+uBPWO/rfD+cKhEAbaw1OKvueRRHMOipZpF7OuLAQC7NGqMPzoEkZMS6f5gY0KUTghRgtpCNVnf3KAnEDQaqHecQsGzmei6+F2c1FrO7sT7ijk0mTken4wbg5qvXAFzJFp2Q3TVVdoqEvsWLsZUjyTcEdRQDcvAc1su4vbWSGSOaYPcP4Nx8aUfjHpOd84BC/xP4MjcJYhdEApFYIBRj0+MQ9RqoU+6du8FhQLdHGMki4dIb25OMPp+OR3M+ap3Nj0NH5eIwC+Pot977+CluBeR8lBJ5tcPj3ikjDMxrYMlQK/4bjhewkMjmK9qUzcHLZJeWEn3B0JtoYosYsTCFAK+PoZP172CmHf98UfPeYhSqmS3BiNOV4SuO6eA4Rmo73AIWmCB83oZBgzHQdTrwShVAIC08c1R43wJuIPnAVEA+9FtKJmyRVYt1cq709Xe84yHplkpHFgVADuThRjXcQXOHOQx5LdJiPg+Gfr0DKtJ2gixBjqRh07kUf+fcYiYp4XXmWPVmwJVSS4bjkO/RY1BL78DvH4b/zT4FQVCKTwOq014VlKRkUdGAllqfPZGfzT+NR4zvM9AzSjNdn66P5BycmgLxw5EAcOkWWNRWTabWEAUob+RitpvpeL9+UMQM80Dszv+ij5O+ZKFlKYvxODYIRBFBtdTvVD3m1xExJ2y2IsYo1Qh7rsmaN4kAVe31MF7Y3+FHaNDJ/v9uK7n0HfTZNQ8wmNTxPd4XJWDsqTCtMqHwONfW4xdr6rx9i+vI2xDNvjLsSY/N6kaTfNacLCc0uPECIZdb4+YZVHQujOouzHFbIvdRa0WThuPg9vlgq7txiN7bCECfr1MJUnN6HgJj5CVDFRXksDfycL5PqF4yb8ZCj/Mh5rjEeCUi3XB+00aQ0X3B/cYEW4bz9K+FzZGDs8KIduKgWFmO121WERiofFl4G7C4/NxiYgYm4hlzXvhuxBHBE6Ox1cBfyJEab41GN1ju0Mzyx/qnacBUUQErlnsDYxpEoXCUCeEvhODLYHzy5KDd/bd9w4HuHPAvFdW4XzXWvCWUcnHbg5axL6+GEv71MS3O3qh9icXyiptEVlIHayHnwWujSJVkycUY25WM2z//jl4bYuFR1ZZoQXDVlRUD5+fD/XOU/DbCYu9JluSzYUueP+PIeDVInyPAs7/Hr/7c9cnXQObdA0uL5b9PbNZFC5sLkFDlelGtO9Xfn/QCKUYN/EFJM1pApd/48vW6hCbcv+zwjc7e6HO8mzwV4w/PfNhSRNMfgqDWUS52URdIQbNmA6vv+IAvd7ki2cYpQop7zbH+fHz707RqYxkXSE67ZwKh5QH87Vana9hfuhGqBmg84k3wVxwxsxha9BUnY4CgUOfNVMRtjgZ+rR0Y38rj2VoiVHO3R3gWGT0iUDuMyX3vsgAO59dgAilfJKF6uJFAd37jLD6ahCyLjf7kMT1TZDQcZVZz2kqHS+/DIdhWrP+3j+NHMrNaoRS1N88CbUnn7DY0dqKcJ4eSJxaB/qgkgder7FLDY/d8YBeDyhViJkZjLrf50GISzJ4cXp1mavEaKFQggxej8ul3nh/zQgwPBD8y60H11U9RdzK5kjouhTPXOiHY402VyPi6tMIpXj+3Ulw+fl4lT7HeXqAD/NH/EQlGOZeGy9vC3x2bll1SxmwlXKzhuoc0xPs8zdMfh4qN2skYUon7Ph8NrI/BbYWNMS65V3ht/C0yYYhmahwDB+495Gk4tM79bD2UqsHXqvlk4XltX/GCwffQp2ZhagTf/aRm4E4zxFvObwCXWQAaqpYKPYdxdJFLSGE+qMgxBG1Nh6TpCeuulI/aIupw7bgWYdE1GAZuHMOD73D8pMKoGzY81Z7J9Ss2j2DmJDjaXvkPVcMV9Ze6lAMEqcrwvU0T4ifcogYI5/EQg6GJXdHxDtnUck+L9ngOzRFWpsHe84db4nw+isW18dG4quRq9HVYfcj6wMyOxQheyawKa8pVu/ohMsvzkNGl1J03TAdIe9bb0nsPKEY7RZMQ9CKeEAUEJhZtoawqvfCeh+lIlwYg4AdHJoMH4jTzX8223rJcTdegOvmc4+s96moLQSvuQb9zVtgHRzQ41A8ejr9iaCHRl8zOxThzpcMevw5BS4JHHwXnZQsuSRVk3owEEEwfWJx+FRdQKLEorIsYsTiYZdLizG1/xjg5EWTnYOrFwG9+4MPzMpbOdAnP1jjnHNzhRAeCPHMZYvqXaNeiMr5+HYDnOsRCP3NW1KHYjKWNGLBubuj7YE0fOxl2ZV58oRitJ8zDQF/3HzkmiIlqUcsGpwYjMCPedmvb2IdHXH1+3oY3/afu6+1ckhE+4dm5KTqC7GjKAKjXFKr/LCbyReh9S/vwO+oAOd9MdDXD0H8UDVqHOeQ2UkLUc8COhbuNfPgNyYX+vQMcOEhUKwoxrOej/YsCiKLjQtegMNtAc6XM8HHJd77IsOgtGtz6O3LYjyy+Z0qxfrAeR5qC0dKBPyY0eGB1y5n+sJzpj3YU5eN+uCsCA2G+7pcLAzaaZbOhxR9IX7Nb/TI6xW1hdX53rijdwYHEePcrj51/aBGKMV32Q1xrHdklUZwjI2eFSonRV+Ijpvfwajn/4WS1ePvjLrQzvGDetdZo44+sY6OuDo7Cld7LTRrEQOg8iMWFplYRGu16P/rZKvuzTE1ulhUXrerPcAO0oHPuC11KCZhSYkFALCN6qLDutN4r4KHJ0vyYUZDRA+uAz5GPt+HFInFHo0Sf+Q0w8klTeBxtbislLbMcS4uyN/ohcMNt5jlfP2Tnsd4v3/Rwb7iHTTaXXgVzh87IHxxPBb4n3jq8WZlh2Fr6r0HYgUrYEPkurvrlyr7AFGR8rZwUqvDoMNjELyahWLfmWofr8pYDnmDWmDcJ1swwsWyr9m8KOCVhO7ILnZA8e8+8Fp63OwdmPSsUD3T05vg0JxWcPv1tNFHnRi1Ggkr65l9WrBVTYW6X+ThoQhcqEDIoZNSh0JsxK7I7agz6U0Ef2TZNylrIZyPwf6hLfDj5PaI77xMdmWiK2umzwXU/awRgvozFjXaaQyFQgmu6DgM3jQJdeYkgc/KgadOhh1FLIfr/2sJtpRBrdlnIZSUrY/g8/NxMykSaGieMDaG7nvi14803ALNH6WVrqI33SMR0z0SH3rVeEUReFHAhM8mIfynk+ZfKyDwcEkuhjNb8vT3yhzHsPiz9i4AQFq9QrRtPBX1Zt2WdASDVM6pj5vDdcdxk5TFFrVaBK1isb81+9jOBilZ3B25nm862APnZLOwiVi/VH0hXBKkjoLcj80tROvaSRabVJT7p9VipL/dRuowzGbGnSg0O9MfLw+fgE879kHY9GPQp2fItmwnwzLwbZ2G0+Pm4rXz8Uif3Bacl6fUYVXIHKW5Kyt89xh4bbwg2X2au5iEBZMG4I8i66kg56dwQvLLS1Hr13RwtUOlDoc8xZ1Gpp2mpPz7DP43aRT2aMw7HaoyLG7E4tqGcNTAHanDIDZiaV5NrPm4Jzw2y7A31QZxdcKRPMgbY/vtwGT3a1KHYxCdyGNNXhPY35Ffj1NVHS/hMXHmRBS/mI++4dF3X9/4+3PwOaW7+3fHmDvwSioryWgJS1JFvR6OI0vR86e+2FfvTwx5dxE+HVkPGaUumOZuHdXJjK3D6DcQeegqhKIiyWIQCgqg2nUKS/q/jGnTVEjsZD3/Vov8jyOq33gEzEySOhRyn4W5gdCJ3N37Ure+x3HpK9Oe0y6jGLmCAwDTVkqtKotKLPKEYnhc1UodBrEhdkwpnBMLYPmPfpaPaV4fvdb8i3FuN6UOxSjS+GIc7F4Hrjcsv+zYB+PHwXPXMWA5cBz3etCCcPSB91lCMvEw/c1bsHvNB903dMe2iL8wo8YVqUOSNfWOU7K5XornLkMV1xa6jnyVSsfL3V9jv0X3Jm/enUGpLVSj7swsxLxTA2qPYgCA8rQzAlfGAqIIRqWCPuOOxc300Io6xJRW3JrqqlizL15+nIHJnZD/qgLQ67F8dHe4dUyH7mcfuMG0HZLi6Uv4MeU59K/3p0nPU1UWlVh0PDsCNQ6clzoMYkMGOKdhUZQLXKOljoTYzbljNUnFXax1bCOu2nVK6hBMSp+eAa5/Dbz8Ww/8FbFT6nBIFQTPjkbDBiMQ026t1KEYTYjS6YHvhxcFpL2ggR/ncHd6qKZtKZYMi0RaqSve8DyMFzdPg0sSC+8F9yX7LHcv2WDksdYrTleErv9MAngGqnQlwmZXnMgnvlMPpb46vNjoEubXPCrptNiTicGoffscIIrw/+Yo2Hl2EErMM6J080gA+LqCrKYFW0xiUSiUoPi0J7RdXaDead03MSIf6/ID4X4xVzY9cLaqYEBrrA2dA2vZIwUA/DkHXPnADxHjTF/7nBiOv3MHGOCNzj/3xN6626QOh1SSoNEg5I0UjN/bGov8LX90sCIcwyLgoT0xHFgVpnqUP9w6InHgEuTwGjQPmwpBLQAM8HGHP/HFgV7wPcAi62UNPLeWldh3TCsFt/+sUWNckeeLrbcbI9gxC5/7HsTvhbVQIiiRrK2BmHxfAMClZH/UmV2EiEv3qog9bowl+OOy0YDrfr5oMGoiroxfZNR4q2J7+wXo89sYBPa9BAB3izyYQ8jmbGhH6eHAyGeNlcUkFk6sHWLGLcK0l5viEnUYETMZ5ZqOuV08UNO6N9+WvVInBt6c9SQVAJAjFCNou9RRkKrgM25DNawmuq55Cbvr/iV1OKSS+Nw8nF7QBjGf/oO6qoc3dLUd7pwDEgcseeC1Ub2WAr3++0v7sv8cLAG+vt7d4PPVPTIUrn+UXbfdL+VBOB+DBB9v9Hh2MpwTCsDoeDB5hdCnlo1E10Z6lTvx9GnpcEgLMThWQ9RVOeDnZiswduhkuK2l9ZjyGTshRKY2TpyN/MGty4aKCTESjSjCKdp6N160Vvqbt8ANLsVLcS+CF2ks01K4/3QMPQ5OlDoMi9DeDthRZwd21Nlh0HGC+l+C6/rjcF1/HML5GABlybnjphMQoq+Avxx7N6mwdI3Vaqz+fI7ZnxUYXoRG1D39jWZkcYnFlgtNpA6B2Ji6Kgf89NUc5A1pJXUohBAZ4DNuQ+inR4/YnlKHQqpC+iUEtkUGazbMSYpnBT4mAZ2+n47bvHRV2B5mcYlF8C/Ua0zML0LpiKVfzEXuUNvZc4AQ8nj8nTvghvDoGvOS1KGQSmCdneHjLa+ynMTyaUUd3stojIW5gQAkeFYQePh9fwzPrH/HPOerBItLLNw/uo6Sl1pKHQaxQQ1Vdvjxs7nU/gixYaydHViHsnn6+rR08J97y6q3kFSMUatQtNcHvxS440Kp5e/KTUwj7NdxaPLFeITvH4HLpWWle3N4Der/MB61176J/cUsDpaUJRQAsFvjiosveGBHj6Z47VoHAGXPCt3fOQDW2dk8QYsiwtdmY8adKPOc7yksZvF2uQn+/+DrgmFSh0FsVGO1GrnhCvhKHYiN8bxchI2FrujvZD09jjoRNjdVwBoU9GiE3CGF8FzpCPvd0VAcvoAXo0fiTLONUodGnoDPzILfd0fx05K6EOt2R9wkNVqGX8PJs7Wx6MXV6OZAe2RZqureHzRCKf4s8kG63hVn84Nw+HRdRC7NAh8TD5+lCkxpMQ4Jg+3AljKIWHQJfEEBvvm0NRiFAonvRUHnIiBopwB11ikgKxs5gwIROnUcguqmY2u9Dej42lTUWGyexdz85VicHNIAM3/W40OvWLOc83EYUazcnU1Ir23qWCql3YVX4fo2Cz42QepQLNpe4bdqf1YubUEqGwtdseyNV8EeOCd1KEZhSFvozPYzYiRPxndoCsX/ZWBLxO9wYOVTWq+6Qn8bh9pTTslq06rqtgVztgOpFfZrhSPzfsTl0mJcLfXBOwf741CXuY+U+7RkrG98tT9rKW2BUSjAuruDv3MHCeuaWNXu3MZkKW2B79AU+g+z8aLfZbznWXHMvChgQFIXZBY7oUCrgtfnaiju5AN6HmKJtqyktBFwbq6Avy9wMx18rpk7w1o2wPrNS+BlgiqKlW0LFjcVqkfNy8hqVUPqMIgN6++Uh5TxPBi1WupQbAq3/yzY/iXYWBggdShGocplZZVUkCdL+V9beB5xx4ufHAAARKns0ccpH8ndl1tVUmErRL3+7oNknbevo1d8N4kjIobg9p+Fuss1/LK4M+bmBCNZV/jA1zVCKcJ3j0FRdy3UXa7Bq2cccPIi9MnXob+RarSkAigrb8xfjjV/UgGAvRCPln9MRaEg3XQ/i0ss4jXecFtDdYKJtC48swJC00ipw7A5fGYW1o/ujoM0RZqYCaNUgWleH2P77cDPIf/iY6+rUodEjIzPysal6zURpyuCTqRk35J5LzqKnVFueGXOu3f/LVP0hYja+ybqjL0AoaBA4ghNSygpQe1JJ9Hw97ehEUolicHiEouEb+pJHQIhUDNKNFp4AVxEmNSh2Bz2cDRe/30cmpwaSPsIEJPiOzZF3Ir6WLx5CSa7X5M6HGJCdSbEY0qrV9H4OK3htAb+W65jxu0mWJHni9GDJqLOuEsQddI8aJudKCJi6jnU3/KWJKe3uMSCezND6hAIAQDM8j2HvMY0LU8KYdOOw/cTQCvqpQ6FWDFezWFb+4UIUdJUJ2snFBRAn54Bl81mquRDTEqfehPnXwnG5pfbgTkSDVFrW4vzRV0pIpfkYJfG/FO2LS6xaOaZInUIhNyV3su2LlaE2JIbzysQpbKXOgxCSDXor6WAj0uUOgzJ8FfiMH7HCLNP77O4xIIQORH19CskGcFyRyyitVr4HdNJHQZ5As7TA83bSlu2kRBCDBH5ZTJOahmzThu2uKeipk7XwUXVkToMQgAA01ruARjaDV4K4tUEPLvwHWRa4OZk0dpAqPaclToM8iQeblgc9JfUURAzc7qhxf5ii3s0IqRC/O07mPn8K1iSV8ts57S4354hzlmouyb+7s6nhBDbJOr18P/2BAaMmIT5Oea7aBLrx7m5Iv5TF7iwdlKHQsyMPXQO36ZQ6VliJUQR+uTrWPX9S4gp1ZjllBaXWADAe96HkDG8kdRhEAI7RgfWiRZ2Skbgodh3Bot+7SF1JMSKxM4PRXyH1eAYi7xFEgPd2hJMFeeIVfFcdgz9zr5hlnNZ5FXTm3NETkOqNU2kN8LlFm5MaCB1GDYv5Lc7WJgbKHUYxEq81vCk1CEQCelpQgSxQoGficgTik1+HotMLADAp1Y2OBcXqcMgNo5jWAgKqaMgfEw85m57iTa3IoQYLKjbNRqtIlZHvJyAJvsmmPw8Fvubc6DRBojBNaUOgxAiExGLbyJHoC25iWE4L0+4KyyvIAAhhDyJqCsFclUmP4/FJhaEEHI/MTsX/WOGSB0GsXA3h9ahXbYJIVaJLTV96VlKLAghVoHPz8etM35Sh0EsnEjVowkhVipidiKOaE376E+JBSEGKg7Qg1HQQgs5CF+Rjj0apdRhPNWftxsBVHWGEFmKTfWROgRCTELIzcPGrFYmPQclFoQY6O8XvwPn5Sl1GASAcO0Gsnn5l/+99WMYIIpSh0EexjDQyb/5EBOr/V0pFYIgVknUanF0ZVOTnoMSC0IMNDpuCIQi82w8Q56uRJT/iAWRJ87VBYuHL5E6DEIIsViUWBBioIwD/hAKCqQOg6BsN+7vl/SVOgxiqRgWDqxW6igIIcRiUWJBiIEiOifSnioyYpdNU4xINfE8DhRFSh0FIYSYjDpXRJq+0GTHp8SCEAPF7Q0Dn58vdRiEEAOJej32ZNSTOgwiMTb1NoYkd5E6DEJMwmXDcXye8YLJjs+IIq0gJIQQQgghhBiGRiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwIIYQQQgghBqPEghBCCCGEEGIwSiwq6fvvv8cff/whdRhEYtQOSDlqC6QctQVSjtoCKWerbYESi0o6ffo0+vfvb5ONhNxD7YCUo7ZAylFbIOWoLZByttoWKLGopDVr1qBfv3422UjIPdQOSDlqC6QctQVSjtoCKWerbYERRVGUOgipZWZmokaNGpV+v1KpxI0bN+Dj42PCqIi5UTsg5agtkHLUFkg5agukHLWFx1NIHYAcODs7Y9myZU99365du7B582a8/PLL8PT0NENkxJyoHZBy1BZIOWoLpBy1BVKO2sLj0YhFJW3fvh19+vRBz549sWHDBigUlJPZImoHpBy1BVKO2gIpR22BlLPVtkCJRSV16NABNWrUsKnGQR5F7YCUo7ZAylFbIOWoLZByttoWKLGopIKCAtjb29tU4yCPonZAylFbIOWoLZBy1BZIOVttC5RYEEIIIYQQQgxG5WYJIYQQQgghBrOpxOLq1asYOnQogoODoVar4ePjgy5duiA2Nlbq0IgZUTsg5agtkHLUFkg5agukHLWFqrOZiV/x8fFo0aIFOnbsiO+++w5eXl64desWdu7cCUdHR6nDI2ZC7YCUo7ZAylFbIOWoLZBy1BaqSbQRM2bMEB0cHESe5yv8+qJFi8QmTZqICoVCnDFjxiNfHzBggOjt7S06OzuLDRo0ELdt22biiIkpGNoOyh09elRkGEb8/PPPTRQpMTVD28Jzzz0nqtVq0dHRUXR0dBQ7duxo4oiJqRjjurBixQoxLCxMdHR0FCMjI8WEhAQTRkxMxdC2UH49KP/DMIw4e/ZsE0dNTMHQtnDu3Dmxbdu2orOzsxgSEiIuW7bMxBHLg81MhfLy8oJGo8HIkSNx5MgR8Dz/wNf9/Pzw6aefonfv3hV+/pNPPsGNGzeQn5+P5cuXY8iQIcjKyjJD5MSYDG0HACAIAiZPnoyWLVuaOFpiSsZoC8uXL0dhYSEKCwvxzz//mDhiYiqGtoVt27Zh3rx5+PPPP1FQUIBt27bBw8PDDJETYzO0LZRfDwoLCxEfHw+WZfHqq6+aIXJibIa2haFDh6Jr167Izc3Fpk2bMGXKFMTExJghcmnZTGIxbtw4fP311zh58iSeeeYZ+Pn54e2330Z+fj4AoHfv3ujZsydcXV0r/HxUVBRUKhUAQKFQoLS0FDdv3jRb/MQ4DG0HAPDjjz+iXbt2iIyMNFfYxASM0RaIdTC0LXz++ef47rvvUK9ePTAMg/DwcLi7u5vzWyBGYszrwvr169GmTRuEhISYOmxiAoa2hWvXrmHQoEFgWRZNmzZF3bp1cfXqVXN+C5KwmcRCoVDgvffeQ0xMDG7cuIFx48bhhx9+wJdfflnpYwwZMgR2dnZo1qwZOnXqhAYNGpgwYmIKhraDrKwszJs3DzNmzDBxpMTUjHFNmDJlCmrUqIHnn38e0dHRpguWmJQhbYHneZw7dw4XLlxAQEAAQkJC8Omnn0KkSu4WyRjXhXJr167FsGHDTBAlMQdD28Jbb72FdevWQa/X4+TJk7hx4wbatGlj4qilZzOJxf0CAgLw0Ucfwd7eHnq9vtKfW79+PQoLC7F792506dIFDMOYMEpiatVpBx988AGmTp1KvdhWpjpt4dtvv0VycjJSUlLQo0cPdOvWDXl5eSaOlJhaVdtCRkYG9Ho99u7di0uXLuHff//F+vXrsWbNGjNES0ypus8KAHDx4kXExsaiX79+JoqOmFN12kLXrl2xZs0a2NnZoW3btvjss8/g6+tr4kilZxNVoSZOnIi8vDx07twZQUFBuHPnDhYsWACVSoWxY8dW6VgKhQJdunTBDz/8gNq1a6N79+4mipoYm6Ht4MyZMzh79iyWLFlihmiJKRnjmnD/GpupU6di5cqVOHr0KF588UVThU1MwNC2YG9vDwB477334ObmBjc3N4wdOxa7du3C8OHDTR0+MSJjPiusWbMGvXr1gpubm2mCJSZlaFvIysrCSy+9hOXLl6Nv3764fv06evbsCV9fX/Ts2dMM34F0bCKxiIyMxMaNGzF9+nTk5eWhZs2a6NixI1atWoXQ0NBqHZPneSQkJBg5UmJKhraDQ4cO4cqVK/D29gZQtkiP4zjExcVR76SFMcU1gWVZmv5igQxtC+7u7qhZsyaNYFsBY10XBEHAzz//TJ1QFszQtpCUlAQnJycMGDAAABAaGoqePXti9+7dlFhYg4kTJ2LixIlPfI9er4derwfP89Dr9SgpKYFSqQTHcUhPT8eRI0fQrVs3qNVqbNmyBf/++y++/vprM30HxBgMbQejR49G375977536tSpCA4OxnvvvWfq0ImRGdoWcnNzcerUKbRv3x4Mw2DJkiVIT0+3ifmz1sbQtgAAI0aMwLfffosmTZogLy8Py5Ytw8cff2yO8IkRGaMtAMC+ffug0+lo9NKCGdoW6tSpg+LiYmzevBmvvvoqUlJSsHXrVkyePNk834CUpK53KxczZswQATzwZ9WqVaIoimJaWpr4zDPPiC4uLqKrq6vYvHlzcevWrdIGTEziSe3gYcOHD6d9LKzYk9rC7du3xWbNmomOjo6iu7u72KFDB/HUqVPSBkxM5mnXBa1WK44ePVp0cXER/f39xU8//VS6YIlJVeYeMXToUPGtt96SJkBiNk9rC3v27BGbNGkiOjs7i35+fuLUqVNFvV4vXcBmwogijd0TQgghhBBCDGOTVaEIIYQQQgghxkWJBSGEEEIIIcRglFgQQgghhBBCDEaJBSGEEEIIIcRglFgQQgghhBBCDFbpfSyE9NpGPfHxEh6fjBwN9sA5ox7XarVsgB2//wSOMU4uyPrGV/uzxm4LFQndNBa1J50w+Xks0a132+Li5EVGO57c20K5sH9GIvw1275elHZtjn9XLTfZ8avbFqgdmFfDswxm+ZruZ2Ap1wRjmXEnCscbKaUOQ5b2Cr9V+7NSt4XbfBFGth8MffJ1SeMwhLZHC+xftkzqMABU/rog2YhFazsONzrZS3V6i5NTz0nqEIhMiDY6zlhzs0rqECR37RUb/ce/j/1F275v5A5tg+k1DksdBiHEDFQ5pThewksdRpXQXcpCBI2KN9poBbFskT3ipA5BEvnD86UOQXJKV63UIUhu+NDdUocgKa0bA2/OUeowCCFmwEXH45Pk3lKHUSWSPaleKC2B70mdVKe3LCwHBStIHQWRAaZFA/T3OSV1GJJ4Lfyk1CFIrmfERalDIBJilCqIz+dIHYbVed75MvSdmkkdBiGPKGkfha11NksdRpVIlljUUXLIrE9zGiujoF8L/Fhru9RhEBnIqeuE/k55UodBCJEAY6fG/IYbpA7D6rS3A+40UUsdBiGPUP97AT1i+kkdRpVIllioGSX0DlKd3bK4Xs7FrwVhUodBCCGEEGIR2uyfCP5WutRhGIS1t4O7WiN1GFUi6aR9vYMIMIyUIViE9PYeGON6S+owiNRYDvp+WVJHQSSifbEFBnsclzoMQgixCC1Cr4N1suz1SJp2EdgSvlfqMKpE0sRia7/voPCvKWUIsscoFBg7cavUYZgf5ZuPYFgG0yMs6wJDjCc3XIlmaqqMRYgpiHTPsTqnj0WAz6Y1SeYmaWLhzPI0YlEJbpxlDYMZw889FoELD5E6DELkgeWQH2FZJQeJ8fENw+DJFksdhlWa8PpWcC4uUodBjIjVM4AoSh2GzaH6pTJ3Z1QLdHJIlToMs6uv0gEqWtx/P1ttC+X6Op9H3pDWUochCdbRAat7/Ch1GLJgy+0gfogKUSrb3sfDVOZe6gRBa7vlnFlHRzDNoh74w9WoIXVYxAJVeudtU/BgFbjRLwh+39nuw9ITMQzyaos2W7NcUFNicZeNtwUACFE6oSCIhavUgUiAsbMDBwHUF1TWDlxfTwX7hyOEoiKpwyFWYk2LlfifQxfwNphc6Lo0R8GkfBxtsuaB14ckd5EoIlLOISEHs7LDMN0jUepQKk3Su5QTa4c2A8/ROovHUAT4Y1OfeVKHIQkn1g43/4+GMMvlDW6FHf3mSB0GkUjce2FoTdUw75obthGMvZ3UYZgV5+mBOpE3pQ7DanGwzfsNo1Th+lAep5puhJLhHvizMXSf1OHZvJJabhjjdknqMKpE8u6vHwOOoefe8ygYYJtD209y5YOaaGDD04E2NlmOzDFtpA5DFor65iNCabujFbaMdXCAfVg+OEbyyzWRkOjvjS0Rv0sdhtVyZnXg6wRKHYbZcD7eSPujLtqfycPFjtY3zTJaq0XA36VSh2EwQcnAlbWs6Y+yuFONc7sJl7E3wKipS64c27gevu/8s00/TNRVOWDgpD1ShyE5tnE9fF7/T6nDkIWWL18E6+wsdRjmFR6EEy1WSx2FrHCMCHi4SR0GsSIRSkfEjbb+qmucjzduj28Lv60aXGi5AR96xcKBtb7vu0RUQKHRSx2GTZLNU+visF9R8HITqcOQjfjXXNDbsVDqMIgMUFu4Z5b/LmT1qS91GObFyuYyLRsRSkfEfOAmdRhmdaO7B5QMJ3UY1s2Kf9UYpQrpU9oiaucdHPlwLlYEHZY6JJO6pvMCeypG6jAM5pCUi/k5taQOo0pk82sUonTCwm/mgasdKnUosvByx5NShyALtdUZYBtGSh2GpKgt3OPFOSKzo20trkz5hLHKHkVD/d1pHpgmUVKHYTY+L6RSYmFiu5+fZ5X3G7FdYzx/Lgv7p87GLN9zdD2xIHxMPFYntZI6jCqRtCrUwxqolIiZ5oWIcUkmPY/C1we6MD8AwPUX7dHq+csVvu/k3igE7S4GV6iFcN58mW9hv1aY6DUHgJPZzilXvR0L8VEPDwRcMM3xy9tC/Aglnq0f+9j3afQqZH4dAlWuDoqEW+AzbpsmoIdQW3jUonbr8UO9l8FfiZM6FJPj3N3RrOYNqcOQpTClE+KnqRD+mnGPK8drgr5TM8wJWwSApgubUoTSEbFTHVF7RNnf5dgWqoqrWxtxE/BfVSEHqcMxm//9OhC19MelDsMmySqx4BgW33T6FcuefRXsoXPGP76bK9Jei0LU4CtYF7z66R8YfRAYDRwpEfDannGo98VN6G+lA4LpNqriPD2gGpOOECU9SJYTTHAv5epFIPYDR7QJS65cWwCAZWX/GZzcESeSmiBiVjHEmCSIOtMsEKO2ULHO9sX43sU2KgLFL6yFHbVWSx2GbLULS8Rtpcoov4NyvibceEOPxrQG0Syah1/Dxf+1ha52MVqHyK8tVIXwTGOMXLEVA51ta/fpJbn+CP01GzxtjicJRhQr95MX0mubOpa7pqc3wYVmMN6OiQyD2+PboMvoo/iwxrFqrbDnRQFXdVpM7zEC/OXH91wYKuH71ojrv8jki7ZZ3/hqf9acbQEALpcWY8y7U+C00Qi9D/+1hR5vHMIX3hcNOlSKvhDP7Z2M2iv1YI5EGx7bQ6gtPF79H8bD/+ujkpzbbBgGL13Kxlvu1812yuq2BanagVbU4bl334LregOuDXK/JlhQOwCkawvGohHKEgFDpwuZ+v7wJKydHVLfaor3R/+KIc5Zhh3LAttC38QXUPBspiTnNoXMbRE402yj1GFUui3IZo3F/T6scQRJX7cGozDCgErLBoj/oSX2fzAH3/hEV7tsF8ewCFcqIHKM4TE9hubVVlj/8kKbrgRVkSiVPdJ6GN7ro3uhGdpGa7H/gzkGP0AAQJDCCckvLsfHa1cjeUMjcO7uBh+zHLWFJ+sz6AAUAf5Sh2EyjFKFxFmt8JqL5S8+NCU1o0Tzyeeqfa8w1TVh9KrfkTusjVGuCbfHt6F2YEYOrMooaxBM0RYqg3NxQcLKSJydPN/gpMIS8aKA9LlhUodh02T51OLOOeDckO9xY3pLg46je6EZJqzfjKQ+PxpUB3h1vjdafPQmnv1oEphrtwyK6XFYR0f4TU1AaztanFeRma1/B1cnvNqf173QDJMXb8CMGleMXhO6vR0Q99xPSFgUBM7FxSjHVI1Po7bwBEGqLAge1lt2NuX95rgw8Ae4c7YzJ7q6XnQ/D66GV5U/Z8prQn+nPJz4erHB1wTOzRXPvX6S2oEFM1ZbqIyCga3hslOB+A6rbXahf8+4l+Cyv/qjLMRwskwsgLKdl18ZcAi3prcF2Kr/gvAdm2Ly4g3o5agxKA6dyOPLrX3gseoY3FcfA5+fb9DxKsIoVbg6vy42hOw1+rGtxUDnHCQMr1GtzxqrLTxNTPtVSFpeC6ydYfP/mRYNMDSAFp09yQiXW8hubJ4eQCmURhZT5ZZK6uFQgrjJIVX6jKVcE273rYcZ3geNHBWRgrHuD49T2K8Vlnw9F7+E/GOS41uCTL4Imatrgc/KljoUmybbxAIAvvC+iMNvz0FB/xZV+hzfsSkmLf3FKDeNDhf7Iez/zhp8nCcp7toYv3ekaS9PM67X7iqXIzZmW3gajmFxsd1qJK+pXf1N3BgGkUtiMMJFPlVF5IhjWGQ2FQHGdFMTpcL5eKN5sPnm01uD9f1/gKJW5XZNtqRrAlcK8KAFqNbAKPeHxygY0BqLZ81DQ5VtFLV4nKmpL8JzyyWpw7B5sqoKVRFX1h6Np0Xj2ukQ8AnJT30/a2eH5DH8AzeNIyUCtuc1xoU8fxR+G4Dy67TWjUOrd07Dgb03f7+1UwJ6OWqQJxRjRsazsP/GDaLWdOVvGYUCt5spUFOhB5USfLKpHkn4pW1XuMdX7t+jorZgakqGw+V2P6Hu0pEIH58CPqfy1TgYhQLXP2qJtd6zADiaLkgrcbrPd+iQ/A5851nPIm7Oxxs5q52xI2Sz1KFYlCYqFjHv1ETtt55cmteSrgmsszMUgzPgxdG1wJy+yw5Fpu7Jlfh6u51BS7Wyysc25P5QEYWfL0rq+cNtXIrNJxX1Fo5HyPpUCAUpRjmeIjgIJWFlsySSX1HgpdZlHcz//NYCPqfv7aXE6gWwhy6YtFpo9i1X8E0Fi+l8lmVVqIqEbhqLyE/jnzrElfxVG1wetgCFghYLc5rit5Wd4HlJC+XfZyp1HqZFA6S1c4ayQITnyuPGq0xV0bkUCqR80BInx34HJ9a8FwVLrPQAAG3O94H74OzKXZBbN8TmTUvN/rMt13bqODj/UrkpTdQWqif0t3GoPeWUSS/q5sJ5eqDwZ1ccbPC7ZDFYWlWo+/1S4I4Vo14Gezj6se8pvz9INf+8KtcE7YstsH/FMhNHVDFLviZUR0ypBj0OToTzGTv4r48Fn/nkRc+l3Vrg5vBSXGy/HGqm6gkGULW2UBHOzRXX34zC5bcWVfsYlWEJbWFkyrO4PcgD+mTDRnpZBwfoW9TBrUmleCn0Mr7xiX7qZ/KEYnQ4MxI+n3EQz1S8J5qhOBcXpKwOxLlWayRdO1PZtmAxiUWhUIKPM55B3MAg8I/psebqhKPj5nOY7pGIluf6wbP/LQhFRWaOtPJS/q8tzoyZK8lcaku4WFSEFwXUWzUBwR8fe+p7pS7RtrHQFctH9AZz9PxT30ttoXoSdYWY1GGIwTcUqXHu7ije6IK/6/0uaa+UJScWADA2tQ2utSqpsEPo/vuDVCp7TWCaRKHn+oOY4CbN5oiGXBM+udgba463fer7hrU+io+9ynY+lfJhaWFuILYN7wCci4Go11f6c4xajR5n06tdBrgq94eHZb/eBoEjErAq9E+jFx54mNzvD2NT2yC1nxf01w37XWEUCsStbIiTHedXa5Rwbk4wdr3WDuI50yUXE86eRA+HEpMcvzIq2xZkPxWqnBNrh7l+p7Fr50VM2DYStX8ugnjqwfKA1/t4Y7pHIvKEYrh+5SjfpIJhkDKjDQ6MmgUHloa5q4JjWMwfuBzzlnSBPvXmY9+XNrUtdjT6FlLuWN3fKQ/vDVOjzknF429Y1BYMEqxwwJVPaiDidctOLPJeiMDuuvPAMbY9ncFQX/vtQ8uvpiH0w5OPjGKV3x+kVNlrQsJgF8mSCkOd7hGMiNRTT39fQDB6eTZEXl1XuIy5AQUrYG3YZrNWwMoTivHHmOfBnoqu8mdFrRa//K8bmn6zGO3sqt4ZUKm2UAFt9xb4/X+zEKBwAmDapELuhl1vj6yBrgYnFQAgtIjClmcXV3vq4WT3axDWstgztI1JkgtBo8Hi1I7oEbHT6Mc2NsuYsHWfbg5aJA5YgqHrdkDbvUVZ+TaWQ/rbbfHX2G+hEUrReNdbUJyNkzrUCjFKFVI+aYNDo2bBm+bOVktH+xJc+dgfrGPFPz/Oxxt9hu+HYOa4KvJXt3lgIx6/4FxRKxALhv5IbaGaOIbFqudWgmleX+pQqk3zSit89c2Pkk3ZsybunANOv/Ydkr9oCaZ8p+r77g9yUJlrwo+vLjVjRMb1pA6fh98nnI+B8y/HIXa6CV2n2+g1aQoafD8e6ws8wYumv4K3PTHaoGcFp99OYNon46ETqzcV82lt4QEsB6ZJFNTT0v5LKmzbsOvtkTXY3ShJBaNUIeFNzuDd7ad6JKHL2mNQ+PoYHNPDRL0e2Ytr4TYv0w7z+1hcYlFuiHMW9i37EXFLQpE+qRX2vTMLIUon/F3shsiJlyBozLc4r9JYDtc/aI4zY+bSgjwDKBkOyb2WQtMpqsKv68P8sG3Bcxh8ZZiZI3tUlMoeV991rrB6kSIwAL6/ZON5e8tfHyClDvYCNP6WWeefc3PFC/87hPaUUxiNK2uPy8MX4Pq6CDDN60NR0xc/T5mDEKU8HsaedE3gatSw3WuCwMPh9xOoOeso1reIQsOFE1F7/wjkCcUmOd3l0mLUWOFg8LOCx+54DErqWq3PPqktPCxjQius+3Mpdtf9q1rnshZ5QjHC17+JrEFuxpsCW782znVaaJRDjXO7iuRRYdXaJuFpnH89jg5LpiNVX2j0YxuTxSYWQFlv5eXnlmH/tNkPPKhXctmI2aV80grHx8yh+vRGEvhBxT1NzNHz8Fx2TDZFGo90mge2YeQDr+WMaAPPjflYEXRYoqisS9B78hyhfBLOzRV9jsXifa+qz7EmT6ZkOMS0W4vYcXbg1wCRSnlV3KvomgAAcHPGbP895g9IZvj8fATMPIqQBSI6fzQV9Y6+hkwj99Qm6jxht++CwcfhM7OQvK52tXuSH9sW7qPw9UGTIRdttkOSFwW0Od8HdQ4NQ5N/JiBi5lXorxmn+hMA3Pw/0WhrVRxYFY69OQf6Do2NcryHBX1zEm+8NBrJOvkmFxadWACAmlHKc1dSlkP8glbgwkNQ1KcVgk444sDoWSZfaGVLZgX8heuftgUXVUfqUJ7IT+GE/G+0UPj6gGnRAEEnHPHX57OxphZtfGUsswL+wo2PqreZprlpe7SA/QEfxHwfjkHOKdWuKkOeLrn7cuyK3C67Mo3enANy67kCANj6kWCaRCFrVBu88Hs0XGhK3F3M0fNw/+kYAvvHYPDACeh2tYfUIVXIe+15DIodhJRq9CTff38obwt3MQz0zzdD6XoVVgUdMmLE5lH3x/EGTd35Jqs2ouaPR9cho+HWJw3BAy6g9rCzBpfpfZiLvXEXRLuy9ih517gxlhP1eohXEjBmyEREzR+PHF6DPRp53UMspipUZf1Z5IBF9RtA1Gqf/mZTYjk0PsPDmSvBx15XpY2lAnKv9FAVc3OCsbdHw0d6MAp3heJIwy0SRfWoN260Q2uXRIxyTZc6lAdYS1vI5Ivw3KLpCJx1skqLIc0tf3BrHJu9ROowKmTpVaEsycESYNqV/hgXdhBunAaRqgxEqeTR8WTINaEz28+IkTxI90Iz/G/pCqNMHTTJs8K+AKyN+LVaa+bK7w9unAZfx3UDw4hgGRG/118NPwnXVBjUFrj+eOlS9hMrZ+3RKDF94RuYNnYjfBV5AIC3zgyC0z+O8N2eUuk1O4YwxbPChdISjJ4xBV7b455avri6FMFByHqmJrIaMtg3cBY8WIVJ1+pZXbnZytpY6IqVDSKlTywA5A5tgxPfLJY6jApZy8MkAGhFHXq/OBTChQcTOLklFnJlTW0hTyjGwG4jIVySXzJfjmkShcEbdmOYS6bUoTyCEgsCyDexAMOAqxeBFTtXGPywbYpnBUatRtr4Ztg/dbY8Z1JUg6Ft4cbHbfHmoO0Y6RoLJcPdHaHViTyW5IZi8YYeCPzyGNj7Fk6Ler35OocYBsW7gk2yf5BGKMWYlC7IeVUNfXqG0Y9fjnVwQG7vhigIYlHs+/iiBxNe2IMxblcAAPaMqkojuVpRB3u/a5V6r8WUm62sz5cNQU2tPHbidb6hxcES0MJME1ueFwo2XyOLKlBEWuvyI8AWyrstiOcu45e0lhjmskPqUAixLKIIITYRXea/iz1vfWtQcmGKZwVRq4XvvBNoFj4FSa/8aNRjW6rAL45i1+r62OnYAnfa1cDk9zZiUfJzyD3oi+A11xGYWvZvIJRIsz9Dadfm2FRvLgDjr19xYFVYUWsvensPBUyYWAgaDVx+Pg6Xp7xvX0Bd/O3YFACQ+JkD+tU5h3//6xT6KmILzhfXggOrRVv7JNRVPZgY1187CYnvVi4eq0ss1DlyWbILcPvP4uvr3dG+Dj1AmNLsAy8i4tpJqcMgMkBtgRDrJur1qDn7GDqz72LXhG+rXXrVZM8KAg9FvrzW9EitfDqTR2wC1p3tCqfoK3BCEuQwYVVvz9pMuff7p5WFjXPHObdQOCWXbTj9RbsRUORoICpY/NDpVZx/t2xH90RdITblN4FLxftSV8jqEgtiW3hRAFtCF3FSdgEMohxeEjGlGoQr1Q/soKwVdWh7dggONFlDe3QQ4xJF+H9zFB/27i7LIhhcCQOdyEu6o7hcCdFXpA7BrPol9ARz647UYTyCz8kB7lsEzxyJRnmR64CCWqhvNx4A4JIswPnX4/DCMaCSSwPpiYxYtFNaEXW+rnwq/aRNl97LaIzQv1/HLo0avCiYZYMmYjzpvAMc9scYfBzO3R2pH7TFjY/a4s6bbcpqzJf/IRWa1uJlRB18/YHfm8idb8J3TD4a7J6IOJ08N3V60u957/iuCP37dYT+/Tqanel/9710bSBPE/L9JfxZ5C51GKQSmGpsT1DRs0JF14RUfSFurQ0x2eJtU9EnX4f/10fh//VROP96vMqfpxELEyorG2eakmOkDA8GoubxGyjxooDxN9shT2ePK1si4XusCE5f38KW8L133xOnK0L/OdPhv/UGal8/ix+ieuN7ZzVElsHwVX9hiLNlXRRs1ZrMdgD/9I3F9J2aQetRdumzzygFe+jc3a9xNWogY6U7LjRdAI5hkcNrsG5i3btfjy4IxNXv6oMRym5GrmfSjbdJkwXj79xB+Jul6B45AoKaw7Xudoj84hL0BQWIGJWOSU3GoDDUCTWnJIBlyn52HioNvq95CJNutkeezh7jfPejg72A1fneGOFyGwCwv5jFhOXj8NXrq/F7VjPM8t9lcC3/8mvCoZQwBMzhAAaPXBNanO2PGiOyUDvzLICyxZHdG4544DjJvR3R9NlYAICrshgL/A9TD7WZHU0OBWQ4YpHXrR4aq3cAkMemjOTxnP65ir6JL2BT2N9Pfe/jnhXKFfvYwfudJChYAdcWRcDtagE8z1b9wdzSWV1VqPcyGuPEnWBk76oJv+/Mv4hbERoM0V6N1K6e+HDsBgQrM9HaTn43G2upBHSkRMAXjZ6DUFDwyNd0LzRDUU0VPDZfgFB0r8dUUSsQ9uuKsSnsb6ToC/Hy1+/Ce1EFbYVhKiyVpxV1SNLpHlncZKmspS00/no8fH54/O88o1Th+s918GuLZWioKpuac7yEx7T3J8Bp43Fw7u5I/8kbZ5v/WulzzrgThd82PYfgLVkQr6U+0M6e5Na7bRH99gLZ7a9Q3bZQnUpArLMzcl6OgvvvFyEUFUF4rgnygu3geS4HWU3LentdrmnB7T8LsU0jsKdjUPBKU0RMvVztmv71jr4G1UEX+K04/8g1QVzNY5T/YXwd1w01RuaAv1P56QusgwOy+jXC0Hd3PLG0pqWQbVWohzDN6+P1n7chUpVx93e6XA6vQbN/J+Jcp4UV7h/1akJnFL/lBfFyvFErEDEKBThfHwzddxQDnS2/Y9FS2oIhCga0xoTPfkNfp/RH9hW6UFpyt201+nY8fOfKoziQFPYKv1XqfVaXWABlD351/x4LJlsFQS2AERjU/Tr18fWQWQ6sSllhVQJGoQCjViN9eCOoCkS4rTsO3P8jYzmw9nbI7dUA6c8K+L7zz3jRIQcsWFn3XlnLw+STEosnYZpFAbNyEXvNDxGvn37k63mvtUZGWwGbXlyAZuqyndJzeA12aALxxfoB8LrI4+s5i9HOTl4PhtUhp7bAiwJyhLIRqAGxg7Cv3p8Ayn72fWMH3v37wzYWumL58N5gjlW8izWjVIFRKjDlwil0cdA98LUVeb5Y9mVv5IWxiBm7qFox68GjzZnXkJPqevd1ZT4Hj0siMto+OkQ+o9Mfd3vl5cSciUV1Cc81wd4Nq6r8OZ3II4MvRqf10xHywbFH38ByYFgGoiACwtNHvirCNItCz7UHMcHtRoVfL28rakaJHF4DALIsS2pJD5OMQoHSTo0xbdE6tFVnw51zgFbUof66SYj4MQ2rDqyvcHFuoVCCXEGPMZ2Ggk9IrtzJ/rvfi1rtI8kIo1CAiaqNq5Md8EK9q5jqs9cqOp8sqS0YgnVwwPWpjdHqpYs4sr/+3dc9LonY/fX3mJXZEudeCbXpEerKJhZWNxXqjRvtcDo9EMobagT8W4rsSUXgRQZQVvytim0bIX6oGiPaHsYfyzoAD6VZuY11+On5Zain3IM8QcRbZ14HfyUO+uebITtSjYJQAStfWYJgxW4E3a1OIa9dEEkFzseCfdURdbkkVPQI4Xn4FnJ7uWL0hWEAgFI9h8AvAO52DoJulvVYTPSfiHMfVv1BlDxeu/P94TlRD4giOF83LFnhj8Vx7eE7UwE4q4C19947KuUZRDqlYWtqI9h97Qbu2NkKj6moFYjbC+2h/dcL/op9AB7svXzN5Qa6zpwNnQhUZ+oCx7DgwJaNdDS/93r5g2x1q9aQimU0q94mctPSWiOxX02E516t8HceAg9Dl06IZy5j2/AOWPqR/u6Ur/vlprnALk0BZZMc+M5So9RVib3Llsi6E0ruRL0eyj2nsajD85gX6IW0d3XQXXRF2JdnIbq4YNadZzDL99wDnzlewmP8t1Og6VSIsMLKJfjlzwo/dV2KEYdfh+uJB0dIchvr8PsLC9D47n4MZUnFhxkNoRM5zPI9d/f5pE3NaxhXYz+Gnx+BHrUu40RWMABgb91tBv0sSPUJGg0CvziKjMUeCMm61/GgCKmF576ZBkYAvJNtd7SiKqwusTi3rCG8l99rFN77yv77uIHOpFcckPxy2SZ2Mz58UrUCRzizOogKFqyjIwqm5uNck/uzN3p4MLX3Mhrj5ActICgZpHQH3m6/By3sq1AD7T6iXg8+N++xX9dfS0Gt/g99Bg+2I1W+fEobW7qDJcA7n74Jr12J0GeU3eiZ5Ov4s09b+F69Cogi0jbd60Vqd+FVuI0oQppzIzil3ISofXw7yG9aE6ea/gg0BR5OKgBAzSgRoDB+Z4CS4SipMDLNK63w+9vfojrX21ydvVl6G8VTF+Hbu+KveT/0d7smUaYOx2boU2+CSb2Jmq+U/V1E2dqfrbvbYNbwBxOLRRkdUWNJWZWbykyCYtRqJIxnkdxpKQAg6YWVwAsVvfPefPuxqW0Q93/14XA1AxBFdKzbHA7nb8A77Squ+9fEO8Hj4H0kGudCQqG4nQkxIhi6v6iSlNT4rOwH/q5Pvg6f+bY7SlEdVpdYOPVPg+KfYECnB3/7zpN31WQ58I6VH/JWgEPRLC041gsnoyo3JEQMoxV1KBBKoRNF7F7ZFj67ynoMIrYB/xyIxLwrXVCnuOKealPzPH4bk9OaY67fo1OpSNUM/2c0In469khPMh9zbxje7TcntLDrj+JDXghaGQ/9nTtAunnjJNIq9mARprSeZI29kY4+CT3wZ+1dUoditWptL8bJgTq0VN/rPBjrsx9jtwyFXs8iZCYPNisfQnbOI2ukWEdHpE5ohBIvEVc7LgBQ+Yf+pAIvqHadupu4qK7fuPv/+pu3wNy8Vfb//yW7HLUFYiWsLrHYF7UFt/eXzV0dNG4K1DtOPfIesW0jXO/uAJ2ziBM956CyOy5yDGuSbd/J4y3MqYN1C7qC5QGf5Q/Oi9Z1L0Ad7VmjLryrCj4uEXGDwhDyQSMcfX4evLiy3nAWjOwW5cpVk1MDkZvuDO8jT78UOf96HMwfaojauIqnsjxGdcoJEnnyiNEg6tgQXG6zvsqf5SqYmiQ1PjMLMfHNAfksW7M63PFLuKr1Q0t15t3X2tmxuNS6rA3d3lYEXhTRI3oUis57IHxhEvT/7ZKcNqoRTkyaC45hoGQqP6rJiwJSDwUiCBWvtanwM9QWCFBW1lwU7/3XAlldYsExLPz+m37Q+PNziEsMBx+b8MB70ls7Ivb18rnxtrHjoqXiwZQNWVegshV4TImPS0TEKA6v1xsNcGX7HFzv5Y4SLwGtm8ciW3tv8d5nIX880Gtm67pd7QHfwTfgXYV/xyeOQD7uM7T/hNVgjp6HP9MYqMaAMS9SO7BFIs9jxsFXMOylZRV+vXxh99nmv4JvJqB18gR4rCxLLAQF4MCqqnxOPXgEb8kG7XZC7scoVUCjCIinL4F1dkZuzyjcaQqo8li4JAsQGQa5LxXB7njZM6zv95a5psPqEov7zfU7jWk/C4gZFAY+LlHqcEg1nMoNBiDzfSQEHsKlq3f/GvhfYaLsFg0gnrp49/UPO45FyXu5ONxwi7kjlJV9xRxG/zsS4av1YIseU6nNiJRFPFL0hfcVVyC2yEddgEx397IdZ2VEmanE0ryamL+iN1QFIoa8tRtO3KMVCu/3qlO8wft52ApFgD8WdFr79DeirGNyySfzMLLXcPjNVKDYu3o9xs+cGwKvZNNf24jliF/YCq0bx6F3jW34Jb0l3FXF+CtwUcWzG54FIpeNN3+QRlLtxCJVXwgVw1RYxk1O5vidxYe/6hH9Wl0IsYmSTZsh1ZP2XTgc5J5YPMb9SQUAcP+exc3+LcE3EGxyqpRGKMXC3LrYN7Q1Is6Zb12Kcs9pDL4yzGYTulR9Ifw4hye2udt8EbqeHYXzPc0YmJnN8j2H5q++Cc8VFY+ASiXkg+PY/IEPaoplvZO7l7oCcH3iZxZP6I1+Y/bhQ6/YSp8nTyiucD+H+93mi1Aiigiu9FHli6tbGzmNPRH21lX0cHhyona/ZmoVLrTcAP738vGGql+rM2+4waMgrsqfg44FL9rm/cGaMQoFWjeOw88h/wIA+t/djPPx/871O8VB873rE4vMyFWVE4tkXSGWZD+D6LENINgrMPTHbRjmkvn0D0pops8FxO04hpHvTIXzH+dQ1PTxOzUTmbHMKYaPVW/mLVzspruvJKHtaHFiJGqNTYeYedns57ayZvRUvxS4Y0Z0T5RqlKj7ZTZiptaAb0gWDjf87ZGHls2FLlg4fhR8j8YAhRIFbC5ynA318DzqSsyr9tt7GytatUVOlAMEkcEcv4oLWNzfDjyOq1DYqQgeLkVPbAf2l29ipxV0tif3r4F/Rn17d2p0VUnxcG/L9wdrltevOTbVmgvA7mlvvWtZ8J9oO/kdhC67Bv1/C/0tRaUTi/UFnhjinIUTJYHY8XNbBN1IgujughKx6vMPpRChdASvYiA0r4u/nlmI8hrTRL4GJ3eE8/6qLdSVOyE3DxtyW6GxT7TUoZjV3JxgBH7FgM+0zNEnqeXwGrw0dQocbpcCAFI620EfXAJOwaNj6L3KWQn5NYCZNaBOL0DwlQsAAB5AxPhksA4OiJg5Hi+0PY/oBY3hcr2sF1eZqYHy8hmaD25B+NgEhA8FrgQGAAA6hza6+7XsOnbQOzLwPlsM5Z2iu+0AALx+xAPt4EhqKPzmld3Dy9uBtYzpd+91vNpJhVTEwiKUVmOEhMhbbgQLJ7bySQVQtnFmzJhFaNG8PzxeMlFgJlLpxGLtwG6IWx2NDTvaI2T2MehFEUhLx0//1xMtv/3BIjLsBpMuorVLolXshmnttKIOCcsi4Z4jr2kLhhIKCnDxtToIf701EgYtkTock8vkizA/uyVOjGgM8dwlyeLIypf3lM2n0UGE2+n0u6Upgw/c+9q1+96nQAqAlAqTcUGjQfjk47gGwA33fq8sLXFXxN1E38QXsCns7yp/1nXgTTCrFVYzJVZ/IxUAwP73XwDwuq9tPK0d+OPyE99ryZKLPCU5b5yuCKGbqvnT5HnEl/qipZo6YKwFo1BgxuAN1f58J/84XHB2hlBQYMSoTKvSqbF47jJOtHRCyIfHHxiqdfrtBPr/MtkUsRndssAjGOVKhe8tgU7k4XXSOi+u/OVYBPxjbbfxR/GigPZLp+NESyeI58w//el+IV/oUChUfp613IxJehVibr7UYcgCf+cOziYHVeuzb9f6G+BoAzJbkP11sCTnvcPbQ3WyGusrAPD5+fh6+QAjR0Qs2Uzvs7g9uP7T3ygjVRpzE7XaCud/hs9NxJ9FNAoAADGlGqzI88X8nFpSh2LRlAyHrObS9DiZw+3G1l92Vg8etbZmV6tErLExOstO5K4cC5VdNSMpRX5ThGSdtS8IIYZgeMtcWcVY9qWKGNnFUh2cUy1rhNUok/mErGxoBPlPhTIlXhQwP6cWhn45DZv6dcDOvi3R/s0xeObCq1KHZpF4UYSyyHpnfffrf+Dpb7JwQ5JeBHPrjtRhAACYklIcLXGWOoxq2V/MInxtttRhyErCEA/UVFT9nvOsXSbSxjczQUSEGIddtojbvPR7NBF5+KugERxOX5c6jCqhVUJGkqgvxq6eTeC57BiES1fBx8TDfutJuAwtQN/EF6QOz+IIEOASY709tOlaF6lDMKlEXSFidkbIZudQffJ1jNs+SuowqiVd7wohLlnqMGTF64KIAqG0yp9z5xxQEMaX7WpLiAy5rz6GhdktpQ6DGElev+ZoZVf5Hdgf9rHXVaS/GmbEiEzPKImFKIj47GIP8KIAXrTeXubHSdYVYsin79xdWHk//s4dXF9VGwOTO0kQmeWakdEWTI71zim//G1DqUMwqeExwxA45wz4LPn0tNc4wyBVb3nTZz6/1B0iT/Mj7ue6/TJGJ1VvNHhfzzngwoKNGxAh/3kvri/E0qonvcQ6ZTVkEKK0rOpkhjLOiIXAI/iNm+j+ynB0Hv4GEm1s7utLP74Lj5XHHts767HyGK5sjjRzVJaNByub3m5TcN59Bd1ju0sdhkkk6gqB5TVksbbifu6/nsWHNy3rZ36htAQ1ljsAAiUW9xMKCnBrVWi1EsUghQNiPvIwQVSEAIU7fA2+9v15rYGRoiFSUvjXxOy+Pxl8nPxwEWAtp+iE0aZC8Tk5wMmLUB24iM5bpyFPsI1N6L7LDkXwL0/fvERVINrMz8QY/jzSDPr0DKnDMBmhbjAmB+59+hst0KLM9nDcdELqMB4harXIHOaFsaltpA6l0r5I7QH1zlNShyFL7j8dx6dpXav8OY5h8eOza1DyEk03IcandYfBU+1cl1rmejDyEKUCre0MX2coKC2rk9XoayxEXSlqv30Sz34/DZ/eqWfsw8vO0i1doU+69tT3eS4/js8y2pk+ICvB6qx7DrS2hh26OOikDsMkCnn5FnLg45OQOtAHk261kDqUSrm4p47UIciXKOLK7PrI4TVV/mgXBx0+nbcc2hctox2QqmN4EVrR/NdYoV4hGIX1V/0jTyeqjNMOnIPywdpXbYM9KZlm8bYowm/OUZwY3ABfZFrvFKDV+d4IXV/JbFQUcXQ29ZBVxsESoM7sa1KHYVJ2tzTYXGidC7j3nK8Ptr58f+/1SdeQ2N8fE2+2kjqUJ1qS64+QDbTvzpO4bDuPgX3GYlZ21Rc3drAX8L8FK6DtTsmFNVIduIgOFwaa/bz2R5wg6miNBQFi/88F3pzhm7OebrEOiZ9YzrpMk1aF4i/H4sjgxjiptb6eWa2owxfb+oCPTaj0Z9T5NE+6MpqqSnD1vWCwdpaToVeVeO4y5r89wKI3bXuc7ztsgGinkDqMJ9InXUPSoJqynRaVrCvEllEvgI9PkjoUWRNKSoCTF/HP4BbV6sTqYC/gk/kraVqUFRJ1pSgsMe/oaaq+EPaZtlfAhjxI4V8TmWPaYGO7H41yPCXDYXafn6Dr0twoxzM1k5ebFa7EY+BfE3G8hEemFdVmTtVrUWcO3fRNwYm1w/m+c8GEVm93XUthf/gq2s2aimiZLXI2VG/HQrCzsmWfGPIJybgx2BffZNWWOpRHeHAcUp93BKOQd4ImF8KFqzgyuDEafz0e42+2rtJnn7fn8X/zVqD45ZbgXKxzFNFWaYrMm1h0/Hk6XH4+btZzytnN99tCUSuw7E9ggEUtQK4uha8PmPUizvxvMZqpVUY7bi9HDVTvp0FRKxCss7zX4Jh+HwuBR8SUM/i0UQe0PzHW5Kcj1oGHaNVVoYCyyja+80+g/6+TEfLnGKuaNrgkbCPyezaSOoyn4hOSser3F6AT5TWa6Mrao8erx8D5+UodisUQLl2Fzw9HcSg1tMqffd6ex7aF86DZ5IHkmW2QPLMNUj9sK/vkmDyZ80l7aKqx30l1deoUbbZzWYIzb83DqsO/YNXhX/DD4V8Q/30LcBFhZR0m1rSXDMOAUSiQNboN7H/j8VfETpOcZmudP7Dq8C9IXRMo62uTWTbIE/V6CAUFqPU/vU0s6H4c9Z0S7Cu2/ozdUJl8EVovnQYhwbJ2m6wWgUfI+8cQMe4k1m/uZNaboCkFKZyAUXege0H+uxwHf3kWDVZMxMxMeS2UvpDjD7HQekZ5zaUk1rVaiaIra4/99f9A3IjFiBuxGGcnzEPfc9fAhYeYIEpiDnzHXDiwxus1fhonzjijz9byrKBmlPDmHOHNOSJM6YSkfkswecefGHo5GUnrGyF3aBtoXpH3WrenYdRqxM9viaGXk7Ht/2ZhU9jfJjtX+c9zZ7Ol0Lavb7LzGMqsO28Ll67ixKD6aDd5HJ658Coul9pY+dWTF/HulT5SRyF7C7NbIPjbsza3AC5kYSx+L/KTOgyjOdJwC7gPbksdxlOJWi1q/d8x/LL6ealDeUCpwAE2uOGooSKW3ESOEdYuqRklaqtp8bwl4rw8UTCwNeY3/MWs5/VWFYDz8jT8QCcvYvqsMVbT0XS/Lg46DHHOQnyH1TjxzWJsmDcHzoe84HiwBkq7Vb+QAls/Eo4Ha8DxYI0KO7QYhQKKAH9DQq/QtY+a4lLv+RjinAU/hXk2wgtQOOHaEPneG8w+gZe/EgenKwB+YzCm72RsmDOnrHeTkP9sSmoMf32c1GGYHZ+ZhdVjeiFw1Sq0l+8oZ5WoOT30CgVEvV7qUCxOZ5+rOOIeCeTmSR2KZRFFZPEMvA3o8N1Y6IoZ64bA55QO6gTaR8SS5A5rA//RCTgUtggcY9a+U7znGY8NgzrDZ/5Rww/WPdusoy1SCVA43e3l37VAjTcPvfbg1/9UwPlgPISQmogb6Qj/vwGH38v2SWIdHcHYla2jKQ5wxs7wskTyz8UOmDthMPKDlMhqV5acKe110OXaIeLNW2CdnMA8phRs4uQ6cL8qIqM9D6juPby7nVbDe2HZv2vBwNZI61pWlOitFrsl+Xca3eQIjoREQp8sv5kd0q0MFEW4bL+I57pORnhIBvbW3SZZKEQ+OlzqDfefnGz2QZQ9GI3zxbXQ3k5+F4vq+CX8d7zY8+27NwI5Y2S2pMeB01rXPGQzEfPyMSlxgEH3lP15dRH0mREeDolZFfZvDZ9RydgSvhdmnpABADip1cE93jhVMBm5XZDMoJuDFsldVzzwWurzhcjklei75W2ICh4lo/KQG94WANDolSt4t+YOAIAjowdQ1kndy1GDxsvnwoFh4HVfudc0fSGemzkdPbucwHDPin+/wxW7UCjqHikTO7F+KyRv9Yc+9SZuN2MeidPcPvSKRYM+z6PmbPk9K0hackTQaBAx+jTEdo1xcp0OLdXWv6mMz3vA836j8MnSVehg/+BQViZfhI/SXoAgll0QR9U4iNZ2D3a7HSwB1t4p22jvwD8NYZfJQOcIhHVKRtHXAejwzRH0dT2DKJW9eb4hI1N85QHu35NShyEdUcT24c/iT/tO4NUsVB+mI3tNEO601aNL40v40u9v6EQR//fQjsP7DzREcLNUBDtl333ty5p7jFJD2xBOrB2yIzk4SBpF5QT8koSFbwRigtsNqUOBRijF4i0vIjjpmNShWBzGzRXrIzYAkLbtE/O6PaEtNr37LcKU0s2A+DW7FVS7jDPC5fMeEDHsTZwYMgfunOFX0JNaHZbd7gBHhRazfE9AyVjGGo4AhRMCFEDCoCX3Xmx6/zsqHt6vaCaMn8IJccMXP/FzAOCAR0cgFvifQMsf+8G9B1Bn4U00ujkev02ZhQildNeZ7ZO+xbphzbD8344I/FsAOykDGQf9EfjlCUCQriCJLGoZMkei8ealITjTbKPUoZgcfyUOyngV/shtihLx4t3X12S0RfLCOnDZcOJuNaQPu4xFXvCDyZZ7vBbcv2cBACG499Ch+wxQIQ2Hi1rhH9dnkB+swNjxW9HdKRZJOpe7ScxJrQ7ZvBO6m/obJdUmnr4EFmX9beLfgDtuwn01cI1h0HPQNDAC4PzLgyUNQ/9rCyn3vfbyoGnwH5+A72r9cfciG6crMvuFcPrwTdi4+dmyPRlkXOlLn5aOhet7YsKERVKHAgFlv69cRBhwpyxZ5HNypAzJYiSM9oergVMT3BQasM6uEAoKjBQVMQVFYABEezXSXvCRPKkAgN2/tYY/jDPSxV+JQ+gnKnzauT1meB9E+n/PidmCHQIVGlwtdUdH+5InJggTb7bCsWVlT+Eu13VQ7T4N1s4O9X8aidhn1xglTlvS3PsGEgHor6XAd24KBpROxzdTl+F5e63Zp90BZcnTh16x+LBfLNCv7LWcSA065L8D33nSjbjKIrEAAN2/XshrUgxX1jJ72qtC1JXials1Ypkm917ji+Cie/BhUbnnNLyqeGz20DnYoSwX/2NZAFb36wnPf1Mw92ce68K2Ysq7b8Nl23l01xj8bRhVnlCMxtsnod71O7DNSVCVIIpVqpHusuE4Cjep0L//O7jz3746Af8IqPFuEn4N3YNisWzuqakr9w91Tsdze39C35nT4bX0uKyTC+9oeWzm6cTa4dLrC6AZWYpB8X2gYAXcXtsGqgIRzr9SnfzH4WqH4vWX/4aaMWz0+3PvaLQcPAFeP9KIkWRYDgxX9tDM2KmR9H59qHIY+M8/A1GnBwQe9j+XYEXIb7BjFFAz0iYVOpGH92nj7klU/qzw3IR34Hm5FCLLwCE+E9mtfOCxIxZvTYsEahfdTRI0QikECFAzSnyY0RxJg2rCK+HBNiyUlMBvtRoN1YMAAJ0C4zHX77RR47YV3ouPYd72bvDevwmN1ebdM+VxikQB6jwRjFIlWQEc2SQWNX84iWfYadgz6Vuzraw3hDPLoKBVLdhvzajW50WtFqZ+vBK1WriuOw49ALGPJ/p7vgaXGxfLdquVmTyBR70v0qC/kSpdEAyD/EGtoHNkUONEDoQLV6WLxUhEXSlc1x+H6/p7r13zaYM6keGIWJYJANgVY9oYOIZFiNIJv380C1193kXIhnTaUboSlAwHV8YeO+qUzSFO+79CdFz1LpwBMM3rI7OJM1T5tp1oKGoFAhwHPiUVOYNaIDsK2OG5xeDjcgwL0fwdkOQ/nJsrcrrXRXpnHTrVjcX+41G42m8BNGIpDo9zx5TT/RH6DY9nPI7IojNSK+pQb+NbiDgcDWPX6hG1Wvh9d6/3mQfgmpAMHkDwx8fANIlCG5c+4AUWrt86QZlegJRXvBG0OR18QsXXWfXOU/A/WDZyve/NllgxKhXLr7V74D3zIn+xienpVbErph5q4+y9F0QR+pRUfNh1MLLnMjjeeJN0wf3Hh7PHZx+vxKKRHXFrXQhqnMyFcN7EN/mHMKJYue7Dzmw/U8cCMAxKuzSD+r007IrcbvrzVcF2jR1OF4Vi2w/PgX01E8/6JuLC5EZgD52TOrRq2Sv8Vu3PCunG36k4ZPco1Bl3CaJEu1ALzzSGz7fXMD9wB9w5B6zO98Zne15B2MYH41EUlkKIvgIA4MJDwCckSxGuUZm7LdRbPB6BXxyT5ciFtkcL7F+2DMdLeBwoioSXogCjXOVTcjRZV4gv0rqhq8dF9HfKwy8F7lj7QjujJeTVbQtmuT8AQMsGYHgB4pnLUAT4Q/1zKdp7xiOmyA9zav4LJ9Y45dTS9IV49b134LLBNpM2Q64JxmgLjEIBvnV91PjmOuYG/YVorRu6ONwbTeRFAb8VemKgs/TTA/OEYjTdNAW13zsn2f3LICwHtl5tCJce7EgTnmkMracKh3+fXu1Dm+JZQQr7ijmMOzEUtSdcf+yUVM7HG4WtgyEoGfT9dDcmu18zb5CPsSbfC//b1wd13r0EociwfZEqe12QV2LxH4WfL5LGhOLQ6FkPrOg3J53I44wWGLFuIpSFDPz35kE8d1mSWExBbolF5LLxqDXDvHMCOR9vxHwZBKWjDjOa/oUhzllP/czxEh7DTrwOMCLG1T+MBf90Rt2Z16DPuC3LB+XKMHdb2KVRY/7zXaBPSZXdz0wRHISU/gHwPqOFYt8ZKPx8kTI0FHzLfPzWfBkAwIcTkC0AOpEFCxF1VdItTV9f4ImfRrwE5th5oxxPzolF7rA2+O2LWcgVFOh7bCy6hF/FAn/jVxvLE4rRduE0BHxlu1WhzJ5YsBwy32iJYi8GAf8WIW26DsdarDRaomgqGqEU9TdPQu3JJ2R3LTMWuT0rmFOhUIIGO99C7dU6MEeiK/05tnE9pHZxQ6mziDMjv5e8HefwGgzo/6bB9wmLTiwAgHV2hvovB/xRe7dJjt/ibH+MCzuIUa7p4P/bhKp88Q0vCmh88jUEjrkDPjPTKi8YcrpYxJRq8Ma0KXDcbL6SpJyPN9hfOWytvd2gRVc6kce/xXaY264j+Az5bwZXEXO3BV4UEF2qxyedB1jMiA+jVoN1KuvkyOxZB16H04GcPMDdFT7rMrE88AAAmHQBHy8KOKJlMeLgqLuvha0QjDpqKufEInFWGyQMadbMpAAATRlJREFUWfz0Nxqo4clB8Hs1TtKqKg94WslhE9yfTJ1YKPx8URrmC/bIeXC1QxH3hjeODpwNJ0aJbKEUARYwHZoXBUT8Nh61p1v3Zq5yelYwJ53Io+6GCQh//3S1y99znh6I+ToMEaFp2BH5pyQLvAEg8vBQ1Bp4xeBrWmXbgmzWWDxMKChA3N4GgAna5b5iDp6fKLG5sC3mDPSF91kd9PYssuty4NUigv8sRGB8KlVhMZMTJcFw/N30i8cYtRpFPRpDUDBwGHsTeyO2wdBa50qGQwNVDkoaBUG5xzITC3PjGBaNVQrcmatEjVHeFpGQiVot+P+mObivPoa7l+esbNzuUxPd/YfjWk8nxI4yzYPvwtxAbJrSFfapBah9+YxJzkHKpkD5fqOSPKlQ1ApEbit/3HlVg7cb/vvY9+lEDmsWvAj7LBGu5zPBxyaYMconY52dUdC1HhxulYA5eq+nVBHgD3GtiE9qrcbFkkAEKmPRy1GD8vLAct4U7ngJj9k3y0p9R58IR8TH0RCsOKmwVdPTmyD67caofSoaggF7avFZ2Yh4IxucuzvqTZ1gsvvDk7Q42x+hnxSDN+M1TbaJhSnMyg7Db7O6wPVaCdhz58ADCPy8bHGTGg9WPZdJX5VN+GpzHwQLpq2+wtrZIe7rxrjSb77BFWMqIihoI7Oq4BgWp5puRIfmb0C9Xf6JxZPob94Cbt6C0ycRJjtHIW8Hu/Qi8JdjTXYOArQ/PBHh564afQFuVSj8a0K9tgRHwpc8/c0AJn9S9rAS9us4RKxSgC0sgT7pmgkjfDJhXyAAwN2uCH8FL8a+YjXGHRmKyMnJ4PPykfS9B2LqrAUAtLeTfs+YyorWajH1g7fvFksIQ6ak7YSYxvT0Jrg8KAxs7Dmj/fvyOTlo0CHeSEermqxsJ3heM+80fptILDL5IqzKa4h/XmsF92gqHyg3rib+fWMUCsR93Rhx/RaBM0FSoREBx8vpVCa3GnLeKIQH38Jom0pJyetLO9z+rcgkmxK+5xkPdr2A1T93RcBM25z7z/Jl009MOZ2Ai3eQtGqewr8mXDcW4+eQx49SPM7V/gsh9BfwV5EnFo/pC27/2Se+n3V0BHje6N/vgzues+jioENS55XovKknEuJqI9DljlHPZw5NTw+A00pXOP9hm4v5bYVW1OHUJ82hjjXu/YhpFoW+3juMeszKsouzM3tRAatPLPonPY/CUe5Abj6EjCtSh0Mq8OKUgzi+xs5k0w+yhrbA+b7fg2NMs4AqWOGAKx/5ImKM5fS+ycX5lhuwuZ4LVrRsAj43T+pwDMKcvoLhPd/AvK3LTLIJ4XSPRKT3OY5LM41+aIsQPjsOLzR7Bf9GbZU6FJOJn10DcSE/VeuzZRulcejjlA8s3YTPFr0G5r5LqucVLQoCVCh1YcCrgY/e2IBThSHYt7qtcYJ/ir11twF1zXIq49vpAfs/qFPS2nW93A92f18w+lYATEwydufUx0DnQ0Y+8tOxTfNQ2rU5VLvNt1eJrBOLkPU3sXGYK/o7Ve+BY0muP4oG2YO/IZ95p+RRMQW+gJhtsuPzdjBpVQaOYcE5yWNjNUsUrMwEJFrUZkyiXg82NQM62gDBJPjMLBT8EgF8bprjZ/JFsJdwVp7wTGNsarMEZdubGqaPUz76vPvgDvJHSgTUURY/UGlxoHMO8EFFIxtTDI7BGpzRlmLMpdfg90cyjUjbgAKtCmoT9O4zzk7wUkkzUnep9Xocb8zj01eH3i2Vb2qyvgPqr6Vgb0595AnFVf5sDq/BD+tflnbDNfJUeUIxbs0NN2nlLZ2Tadc/3OaL4LtFHrtuWqJQhR7Xx9UFo5B1P4cs7Py9tdQhSMr7aCYW5gaa5Nh/FYXAe7H5KtM9TOeqREOV6TpA2tmxkpVvt0S8KKDfgTfh1TMO+jT57GVDTEMjlILb5Gmag7s6w08l3Yh8azsOwpx83Pq9HnJGtDH5+WSdWEAUkdpRRN/Y/lX+6PK8BgjeZNmLQm3ByKRecNxiuiE61s4O/3tjncmODwAFggjXw9dMeg5r5s454MSE73BjekupQ5E9n1O2XYGGj4nHibwQqcMwCZGlAhByksZrEPmF6UbSibyMu/ECvLbHmeTYfFwijuaEmuTYlbW77l+42OpnZNc3/fYJ8k4sAAgaDfivvKEVqzbV5O+MuhBv3DJRVMRYSgWFaUs7siyc2aqPeBHzcmLt8MqAQ8gd1gZsw0ipw5GtW88owUWESR2GpA7HhUsdgtFxdcLR8lPLL2BgTZZktwFy86UOg5jJ0SP1wGc+fZNcS2cfll9WuMGEZJ9YcG6uSBkpQAGu0p/hRQFxKT4QNBoTRkaMwc8+H5ybq8mOf3NcY7RQW/aiYFvxhfdFnPh6MTr9fApMkyipw5Gl2FGLEf5zCrja0vZ+SSlycjK6xrwkdRhGwdUJR9I3bfDillOY5Wu8jQ6JYfKEYmxb/axNPGgS23K4xQoUdY4C6+xssnPIOrFg7ewQtygECR1XVbrEIC8KaH+xL+pOTTJxdMQYlgUegWajO7Q9Whj92IqQWugw+BTcOQejH5uYznSPRPRYdxhs43pShyJLP9Q8hQYbk2w2ueBzcpCYXsPox21ldw2a3s2NftyKsA4OSJzdGqO27UH80MV4y/26Wc5LKuf3wlrwW3BS6jCImRwsAQL22cbuZa6sPf5duAS5G70Rt6oZMse2AefpAc7TA4zaOGtFZbtakrWzQ8LKSMQ8twKowmjF3mJ7uL6WR7tmW5A3ah3C+kNRRt2UMGt0GzQbE40fatL0Akv0lvt1HJhfGwXPSh2JPH3jE43JvygQNzAUfDx1ohhDXZUD7jTiUGuLac9T/HJL5IwoREzLhf+ViCVyw4ssRMH0c9GJ9NpdeBWKBV6w22m6RJKrWxsdPeWzBwrHsDjWaDPQCMh5QYNbH5St7xp4bhRwzA0AoNAAPktOQqzGzuOyTSx0revh32d+gJJxqtLnSkUOQkGhiaIipvCSYypmjRgAnx8M3/iLc3eH/65SrK8522wVUDr/OQ0RmWfMci5b0tY9CfsC61lUZbf4dyMQrjTPZXWu32lM/JlD0mDbSi6YJlHY1HYJAMuqxKYIDMCtl4Pw0zvf/Vf9iZIKuZq78lXUFGxzI0pb8V12KLa98zxcDl2BUGTa62fygBqY4CbPfa7cOQe4/3cputjqZ6BV2f9rhFJ8N6Yhtn7fEfbZPJwvVr4YkiynQgnPNMbIH7ciQFG1pCKH12Da5uEQS227coqlcWXtURAqQOHrY/CxUsbWxff++8yWVOzRKFFnRUG1snryZFM9kqBerwUXVcciStFytUPxSa/foDbB7u6Ps8D/BMI33AAXbp2VkioSO8EejY00ZG8ujFIFZi2Pcx8uMmlJWWIcjrcEqUMgJqQRSvHTim5Q7ToFoajIpOcq6tsKW0fOMuk5TMGBVeFjr6s49eViHFy8FM1/j6/0Z+WXWDAManxzHUOcq7ZoSifyaLVuGkI/OG7SPRGIaVzpNx9Ndt1C2jTDdoHV1C0x6WZ4D0sq9YZ4yTQl6giwJXwvVuxcASZS/pWAeHdHDHE2f4nrH2qeQtTGa1AEB5n93GbXsgFmt99ossPXeiYFnIuL0Y/L2tthSuAeox+XEFJ1cToR7lfNs6mt81/ncbYkwCznMqVPa1yu9Htll1jkD2qFhUHbq/y5ZqdeQ+j/zlJSYaHUjBJfeF/EMwMr2gVWvto6JKK4W1Opw7BqXpw9rr3qIXUYsjbL9xxSe1v+zeuJGAbxQxzRx8l0JUDru90CVMYfcUp8Nwrt7WgknRA5aKxW43Yz84ws2+JsBlklFlx4CJpMia5WFZ8fGvwKTbdGJoiKmNM077+RMaktwFRvs6jwH3msyPM1clSPx0GESFOlTerfYjuErpP/njSFtaStPvbblFko7m29mwxy4SFY+dJSk55j+1+tjV5iVOHrA7+WaVXei4lII1lXCHUeTYWydqMH7gLTjMqam4JsEgsuPAR1f72ORf7VWznfwV7AZ98tR8lL1ntjtQV+nAp59fRAJcsLP4w5eh4bh3fG3JxgFAolRo7uQYVCCXr/MhX2W6ksoansK+bw1YTh0CddkzqUJ9K+2AIzvlpZ6bLYphChdITGyzqzXC48BHV/uYYO9qZ74DtewiNwr/H3Pro2MgwZec4oEGyv59ISvZXcD3Z/0TXd2k31SELPtQchtmkEzsfbNCdhGGQOb4FWdvJcuG0qskgsuPAQRPx6A3P8DJsG08FewOc/LEXK/7U16aZrxHSitk1EnbeiDduN++RF7GkThDY/TMW0tKbgReM/jGhFHZqunYKwj6mcransK+bwxYTXodp9WupQnkjXpTk+WbASXRyoR9oUbo9va5T7w9NcLfUDe/SiUY95e0JbDBm0DzHt1sKvisVICCGmNcHtBn76dSEmHTmAlBltwXkad8pt1qjW+GPGLIQobet3X/LEggsPQfCGNMz1M87DQ3s74O2BW8GYeMtyYnz7ijlE/lgIUWf4XGQ+Px81vz2Kqy/7oUfv4QjfPwJ9E18wyjSpSbdaoGf/NxD6v7M2OX/SHPYVc/h80utQ7ZJ34qZ9sQXeX/QTnre3jc2VzI0LD8GUSRuNdn94kpqKHHB1jVskYOC4vfjQK9aoxySmMTcnGH0TX0ANu0IoAvylDoeYiZ/CCd0ctLg0ZgEGHrmAm++3RWH/1ijs39qgQg6ZY9vg109mVbm6qTWQtoYjwyBxuC92+P9u1MPO3tETYTflsxkJebpMvgifTp0C+2jjDkHrU28CqTcRNhgoALCpYQcsbeQOtxE3MCzgGICyfTRcWftKHW/izVZIGuwPJj4aVCbANO62he3ynY7Aubvj6rwQLGm7WjYjFd9lh8Jn3y1YS6rLOjrCb90dDHPJNMv5ujjocOznizg8sRUU+f9NoxRFiDFJ1ersyB/UGiHqDUaOkpjCtLSmiBkcCj42ARmvtIILJ/81XcS4OIbFMJdMDJu06O5rw663R4YmALd2BiFg771Nl9mMbOjTMyo8jsLPF2kvh2D9+3MQZmMjFeUkTSw47xpY+9oPAMxX953IU+/LQ+H8TwxMvWROuHAVbhcArOewBsFgWAbfThiAEu97aUJpDT2Odvse3H0LyAsEEV1+fwd1Ft4GH58E1s4Oif9rAkYHBH9yDIxCAcbeHmwNT8RM9kHdb1PLkhpSZRk8C+czN2X1gMw6O9/9/+xX6sNt+A0k1V0pYUSPOpoTCn3ydanDMJo7AxviJ//ZAMw3+jyjxhXofrk3HUor6tD44DjweSoo8ziEfXYegqZy6zCcUrX4v+he8G62HqO3jMWvfeehmVplqtCJAU7/rznsYss6Mhx+PyGra4+ly+SL4MyqzLq/j7GsqXUQAMBHChCm3HtGmHKrLbafqXg978stzuJP3x3gGGmLeUhJ0sTi6oehaKayzsWGpPKSdYXg13hDKDDj7sH/reEQBcB33oM7rDJKFUbXHISCxn7IaFHWPr3PCgj/4xR4gYe2RwvcHlmMi21+QLcrfZH+dlsUtijG+rbLYcfo0UClxKCmnVE0KMCido2Wi5c3TUHYzRNSh3EXV6MGhhw+izBl2R4VtRQ7ZTdffkWeLwqm1wRgnt59U+M8PeA79Bq8zbTR5f2UDPfA/yd0WI2FuYHY0bUR9MXFlT4Oe+gcwhJ8MYvthrBbxzHi9mRcnLLo6R8kZrW50AX2qUU0Am0C9Y8PQc05Slx7yR7jeu7GVA8z3uONiGNY3P+kusD/BBb4P+keJfkqA0lJ+t2LjnqTVFGZ2WsDFIFWXtPdilzRecH9ZMXDilIQdaXgb6bhxotA7OuLEfv6Ynz07Wok/NQQeTvCMXfBAlxpuw5qRokpwXtx/r1FSOy0Cq3tODRWq8ExLDaG7oN6vRb6Ts0AlpLnqlAUsbLaj0YsKsLsq53R2o5DaztOdkkFAKy90RrclWtSh2E0QpAffq/9l9Rh3LV0ac+yToIqtkt9Wjr0N28BooigdUloenoATmrlMXWOlJkZ2w3iucpv/kUqz//Vy2CORCPkg2P4+9UmiFowHqn6QqnDIiZmlWnV7PguEHLzpA6DVJIzWwLey/npbzQD1sEBnIsLrn3SEhdf+uHu690ctEh8fhWON96Exmr13dd7OT5+WsSW8L3Y9NN8pL7XCoxC2uVMxACCAE2JvKew1HTMA+zNt+O8qenc5fO9fJjREAF/GD7yqE9LR41esRiwf5xJKtWRqokp1eBIiYC8AtudsmJOfFwiAmYeRbeF72JNvhcanBhc9vMXKj8KSCyDZE87Cl8fvNAgxiTHzr7iBfeCeJMcmxjXmnwvfLmpH4JPyGCxPcMgq38j2A1Kx9mouXBgDX+4cecccHTCHAzYNRqgXrGnulxaDJ/T8prhLJSUwG+NGtEttQ8klXJy8nothGVESx3G07EcGPbe2iVNj6ZIb/3oiN64nrsfmJIkFY1Qiq2/PYOAa0ef/uZKqvtuCnoGv4QddXYY7Zik8rSiDn8VeWLx2NehPBmLcH0MTYMyI/9vj2HDgjrwL03AF6pnkTqhEQpD9GhQLwW/hW975P0vx/aGi6oE60P2yOKaQJ5OssSC9/PCooAdAIzbUPYVc6jzww1afGUBdCKPlVNeQfDOY1KHAkVwEK7MqAEU80hu8DsA4/VQOzFq3OjmiuDsQOiv29ZGOVV1qqQW7LafkTqMR+SEKxGulOfjh0YohTJW/r2u2hdbIPMNDf6v/r0pTg1UB1FXJc/Yj5QIGLN8MoLXphj1fsLfuQPFIB9sPOiK/k40sm4uk261wPGMYLh94QBlRh64pLMmLxZCKiCKEIqKyv5XV4qa35Yl7XpPD/T2G/rI29mbGSjkWDQb9hYuvENrlCyB1c3P2JPfAHz6banDIE+hFXWo9+8Y1DkSC6l3AGDrR+LKVCfEdfnRJD0iHMPi8luL8MWgSPzxQ0d4Lpc+kSJVo3MGnIwwgmUKUbvHo87M07LuddW+2AI/LJ6PhqqHf4byTCo2FrpixvohCPr6BPSGbNb5GPrbmVh9sx10NU9giHOW0Y9PHjTpVgsk9vSEe1rZTAbqeJQfPisbyMp+7Nfd4/VI0RciSIZr3MiDJFljwSgU0LuaZkrBxdyaKOrZxCTHJsaToNPD82878Pn5ksZR2rU5Zvy5Hsndlpt8mPVjr6vICy+reEMLuit2Ry+PtTYPY3VlI2xyZJ+sMsqmkqbAOjoi77XWsJt+q4KkQp6mpTXFT53bI+jTo3erxxmdwIPvlIa1g7vJtl1ZOp3Io1AoQf+k53FybjPo09KlDokYwH5XNKZe7y11GLLHiwKSdYW4zRc99j0aoRTJukK0ju6LaK0WeUIxtKLxikpIMmKR8E1z7O47G0rG+JnnpMB9+OFAO8l7wcmT9Vs+DbU2X5R8KDorSoXWduZ7yD8yZDbuDGTR/8dpCPjKePO2rUGLs/3hPNcZSkF+U6F8TmlxUsugnWU8G8tG/LLaOPrsHEnKxlbXjqQoBF2/+PQ3GkpGlc+sUcSeMXCMVcP+tgiPdTRKbNEYBglfN8WFkB9gzGnK1uZ4CY9Bf49DvS/TURTli5uv6aBU6XGk1VJ8kt4RC/xP4MOMhtj62zMIXpkI9/xb+MilF272D0OJJ8DUK8Ch1kvgZeD12vyJBcPAISwPRaJpTl0qchAKH5+pWStGrUZx50YQFYBCI0D1TzRKujSBw7EE8Dk5Tz+AmZX48BCrUBPeJFo3xPjRW816Sm/OEd4c8NyrZ5H4lVlPLWu8KEC32wv2l5NkOU3BLjYNr+0Zh+ReS6UOxWJwnh5oHJhqUUnFbb4IAfPM19GQ1M8FLJinv9GKxemK8FVatwdec+RKMafm4bubqmlFHabdegZFfNlDJQsR/bxO4WBBHcz0uQCgrPDD7PQuKNKrkPF1GCIPxEAoKDDvN2NGbP1IFIW7QJWrB7f/rNThmJTmlZZo2CIRCXoBDSmveMTGQlfszG6I+Nn1ELGpbINH9fUbCN0BgOUwsOU4KG5konPICKhuZCHg+tG791lBo4HPD/+V+2c5dJo8HbPHL4Mbp0FLdfU2NTR/YiGK8B+Sgm/3dsO64P1GP/zkI4NQWxdt9OPKjcK/JkSnsvnJmlB3KN9Jx57IhVAzSqToCzE8dgh+j5yHnlOmwHGTfDYbK3e893fofuEdeC6TqCepZQP0X7UHo1ylGR4f43UAk3tMhHr7KUnOLzccwyL6g0VonT0OrutlNmWBYZDWqxb+fnEWAJrfW1lx84OQELZa6jAqTSOUotWetxF5+pLZRlLDv7mK5jcm4ospK9HDocRMZ5XGhdIS3NC7PfL653F94do94YHXFAH+yDiqRZBCiYW5gVg9+yV4/XwOQsl/iQLDYE67QVDG3kTzl98EGMAxnYfdtrLds+2QJflouKmwDg7Qt6iDXov/xgS3G7hQWoKxMUOQf9AHwWuvQ596U+oQjc5hywkUbQEm9XgL2W8UYl3jVRYztdKUcngNFuY0xaHRLYCTF+GICp71BB44fgF6AOzNW0/uuBN4+H13FNOe7YcxEUeQzaeDv6/jo2cl4zJ7YsEoFLg6vy4Sai2FKZZ4fN12E1YqIyFqrXcyVOoHbTFiyG686VZWvpQFCwdWBaAsuwxSOOHfqK0AHDBl5gYsudMHihMx4JtFIrGvHYJ2Sd8nfEOvhPcfCZJMWWPUauDrbMmSCgBorFbj9shi1NpnB6HEuh8oKmtJrj/cL+fL7oFAUdMPa9/7DmFK+SUVvCjg/9u77+go6i2A49/Zkk02jRBKAoQ0QgJI76CACIIgFiwgoAioNGkCos/+7GLBgnREmh1UFAvPDqFGagRCCS3UQBKSbMruzLw/Ik0DpOxmZja/zzmco8lm9hJmZ+b+yr2SDi51Jl9flIKC88t7lGub8X6bJRpHVToLz0YTP2IbSgXuV5EzMqgxPZHHbUPpOfE9jzSM1YP6v99H3VkWLIn/LrldRTlUbOEBpwrTMyNYMbgLVTeuvfS6oKqYVm9BBkLnnvJQ1PpzrrLaujYzzheTaOLjy9qmX+BsIjNzUAzTfrwJgNCtEiEfriv6TJrMntsvVIFs326k1g8WJnQazSOzl3h9Mn4lY4+25rdFrQmfmQQF7l26WfvuvSy98yaqfJOMWnjhetinhItMKjyxSHukDck3TsMseWY+a9ahzljlox45ttbkLi3IiLfx8tAFfzdmu3rGfkfAWeI+nMFxVyBhll9p4uPLztsdwBSPx3tVropPcKRW19B+3p+MrvozoO0Sja3tP+Sapx4m6omiWRtX15ZIioq3T2sXZ3ZWLZbf3xW2VMDa9lL666k6JFj12b9iUXYYkbN3ab6n7OEdW3j3rjtQNyejdmzGvgdN3Gg3Tofp3/NhyRM3Y3dqM7tbZ+4O3hwax+Sq+zR5f0/6OtdO7CsulC3bSly5TM3L4/Z3HiXi4wOoafq7Jmgh/+Y2PP/ObDr5QnH3fqtkZkzIQcb0mwnAkTty6B75KOZ8yG/qIPg3v0teH3D0wgyPkaguF5afk3j+2fvp/dpMrcPRxPAj7TnSrwZhqYkeqQaoOgsJ+mhdmQf5KjaxaNOY0fd/9ffoumdkfVybUNchjx1fE+2akDoeZrdeQBe/0v9TN/HxpYmPk3MXIz3Ujf9fTiNUDRKLA32C+L76X2idVEDRjeDNfh8wps4AbHYns1rOw6ma+e+4Yfh+Y7wLflkVqE7eWHYrURv0t8HS1CSBD7rP1e1Icq5iQz6j/R6q3vZ8NizYwm8n4jiV7WR/e2PNVjyw4T6il2u3ZFQ+e5bFc3oweYp31en/MjeAd0f0w7KldAUZ5NNnCH8jUZf7rSqauXp1Ut8PY1bLc0lFydSxBLBz+EXnU5dLv59cmMfDzrH4fG/M5bhVv99DfJ/7mNN6Yal+L0aW4szlzrcnE7E8DVfqQa3DuawSJxapHzehynf+nGorU//hJFBkJKsPktl0xaUcpsBATAFFD3FHn3Ayoor3rf/zBMnqgykuipQn7azq+B7ROlyGUVYFqpOPZ3anRnbFVkUyh4TQsce2Cn3Pq+ltz6d39/kXfUWGt+fxvDIU20pjXvBL6wdHMLFT/9J81L04it2Ha3yy0UMiqnfPVU+G6sbrLn/MlUPsy07Nl+DV+eoICaEjWTDoPWpZ8gxbr7/xm6PO/3fYOgeW1fqr8qZX5qAgMEnImVmYQ0KQAvw5M9vGzqaL3P5ejXz8yI6wEOr2I1cMOf00Uf1O8+ALI9kx5D2v7sp9yJXDcdnGqJcmET5H/wl3iROLlE4Lyejo4KDLTP9nJiApkF/LiV9oHur2oMv+XJ1Oh5kX9xEA1Uw+eLxUmJdU8Cvs3JiF89+mjiUAPW4YldVLb8N/5FsY8tvQy77eFlBA1+g9fLf9GqzHrcTMrviGXqduS+CjOm8Cfld9rZZu8JPh3fm86BqC9cdNWofjUWvyFV6fNAi/TJ3O0GxIpmPiSHZft1DrSIr11uZuxKqbtQ7D0Dr+PI64bdovP3QdOETkM4f571vdyGsTy5Tpi+hpL9A6rFKr9booo10ikoQ5MJCDo68hasF+UFXMn0hUt+WQ+F0Hbrg5iUdrrqC22Y6nWo69MGU+U/cNwvLLn5jrRaME21GTigYHTg9rR25t/Vcsi3l5G62uGcTWNh9pHYrbJBfmcfMvD4Na9PuP/FzCvnYvoZnrNI6sZEq1FCrEbCfEDLse/Md0bYer/WTFPBhPPt6cGsu0X29cLiYzB/7bhlf7Lfo7qdAfWVXoOGUUVXblnP+ayVFI/b8u/xAsWX04WK0q9Y8Vvaaik4rTD7Rn6VOvE2wyxsjzDX4yox8ooG5uM6Q1W7QOxyN+z4cnJo3E/pX+qpadp8jILv2OhNX8Sp97P4xi4rEWJLyUiayXnhKqipyRgc8Pmxi9bgD7un6gdUSCG0mtrgFZZV+/ICbf+hW+0mHuCfyF5UOqAnB3QFbRC4ev/vsnPPsM0NNeQJW5s9lWEEGYZTf+pgL2FdYEoI//VMItAcAEj8ZQXkpuLiFzAkhulkcjH30PGl7Nl7kBLDzWnqOzY6m/+NIkwkjPtZo0yPOUEwWBuuzZUFKS1YcDT7Vk3eA3CDFrvw/icjpOGUXVb3df8ru+2kmvOgs163xqDgmh58OrqW81RlJxzq5rF/FjCyv/nTKUoF/3IJ8+o3VIbpOj5PP4lHEELNNxUvG3iEUWjl2X8/dNVvAmq5a2IzxFnyPs8eMO0uKukXz7n6ni3DMoyWZDSojhWOcQFCs8OXwJTtXCwMDTF73KfCGh0EA7XzPtfC8UvLnB79x/G+ecs327kcFhj7D06dcNd5+HorKxLZc9QtySXNiwnWCMXenMqxILo5PiY9g09C0CTPpNKgCCF68zTPYsWSwc+SCMlTV+0TqUMrnR7uT6d96n5RtjCH9Tnw9ApSWrCrfuupvg/6UY4jzKjLFiN+l31kIoG1lVkHS8WFk+fYaaC7fS66YH2NRqqW4LCAgXmOx2TKFV2TmlNqpFxVY1j60d52Oh6Poh/g09J3TeWnrfMJo9XRZoHUqpTDnRjO8XdCDunbXny3UbnUgsdOTEtSHnO40K7uHs3JSPmr2H3vdVXIlVMvPW6FlMkIZTZ/5OQ8/KAfyUZ8M2MN8Qfw9zzRo0GvQXwSb9nT/fO2z4H9a4e72BvX4mnlpzt2q+aftKFIeD8HuP0nzhQLZ50RpybyNf34JTTXzpM+QP7gz+hWa2i5coint6RfHdYienU/75Hh96tSZfYfiWe3G5TMQ8lUfYbu8YNDxHJBY6Ya5enZZDtnl1ZYOKVtijFZOmLzb8ukso2nOxbeL7TB0Sy8qJ1+Pzg3E3deerVpRM7ab+S+PQjOqsjNJn6dRISwbOIKuny2F4rY9ndKdGrv5v6PLZs1R7L47kucZfQ+5tlOuac3iMi9mt5l9U8lTse9JK7Tc30DhqLKm3zdY6lH+ZnhnB+qxoDrySgD3NQe1NOwBj7Z0oKTEvpxMnb6nHnIg1WofhPdo0ZtL0xV7XmXNy1X2EP72PM0Pbg6T/ih1GlntHW2Y1c3+ZR3dp4GMnfYRD6zAMafyxVtRaYZx+R9b/JTH4+UdIdeZc/cWC50kSp4e1Z/ri99h17aJK00dB71SXi8B9FgpUfTTnTHHm8mueiQYzR7GydwtOtD+L31cbUP9OKryVVyUWLsWgo/0mM3eN/5/WUXiV3Ai71yUV5yyN/oUvnp3KmfvbaR1KmThVA0yUmswcv6OAjr76vkSOiP9DJJillKPk89PHbXAdPqJ1KKUSOn8d/Z6ZLJILHTgzpB3LnplqyI3C3q7WO5uYmxWjaQwFqpNGawcy4sFxvNqkPXWfX6vrhnbupu+7Zilt/qGB1iGUyfExbRkdsl3rMLyGuVE8Nzy9+uovNLC6lgAyuhtzff2zcwehFui8Pr8iU+UnsezEGzX+bgy139Jp35QrUVVCPlzH3c9NJrnQmJ99b3D6wfZ8+sxUwzYw9Haqs5AF+9tr8t7HXDl03NaXm/s9SN17U7H+uAklN9drNmWXlFclFu16GfPh3BmI7jcbGcXhJztwy2eri7oAe7n32yzB1CRB6zBKTTHAhIXgnXKUfOypVlSXjstBXYmqUnX+Wga/+AjzssL+1ahU8CxzaFWuH7mOaKtIKvSsxoNnGXu0dYW81+/58G5GJM1eHsU9IycQcFMqptVbUByVd5mqVyUW61c01jqEUjMFBpJw4x6tw/AK5kbxDO63ihFV0rQOpULcaHdy8kWFPQtbcGZIe8zVQpEs+n9q/2b4a2QNMuYyLsG4ClQnjb8ZS51X9N875WpC56zli/bxtE66h5NyrtbhVBrH+icwNUx0utc717Hj/LaoNU7Vc1ujHUoh0d8+yAuDBvPNNVWp+W4itm83VrrZieJ4VWJR+zfjZYgmfztTI5drHYbhmRvWp/XSHUwJrVxJWlLLT9nfbT7f/fd13ti0gt3vtEBqre8EO9oaQHozraMQKpuxaZ2IH7cVFO+owyJnZlGz/2Hufmg8bTbfpXU4Xk+y2Rg++iutwxBKqM4XB3khvYlHju1UZZouHkf8qK1IiVtFMvEPXpVYGI25SjApb4ZT1yLWcpfX/n7VKsXyp8upZvangY+d1Ntmc9uHP5Pdrx1qx2Zah3VZ5ggHJl+x/E+oGL/mmdj1fGP97+0pJcXhwPbdRkLvSiNm2XAcSqHWIXmtIxNaMihon9ZhCCWk+tm4PmCn2487PTOCRoseJvaZP1Gd4vNWHK9JLA65cjAVGmskytUomj1dFojeFeVkCavJawMWaB2GboyokkbiWzN5ZtF8cr6P4cTYDpjj62GJjNA6tPOiq59G8hX13ssr0JSHuWqI1mHomqwqDFn1AL4rDLhhu4QUh4P6EzZzzU8jtA7FK0kWC7nRTrEX0khOnebJPbe59ZBjj7bm29vaEP3YWq8bpHAnr0ksuq0ZDRuMtXn7QB8xU1Fe5pAQ1I/M3OJvvGVwntbR18SaJsvYOOVdPv1pMYNX/Y7cpYUu9mF8Xv8LjgxrpHUYl2cyk9lV/+WK7wtK5+Bw423gr0gHXA4avuD9+65UZyExC6De0hG8ejpO63C8hySRNqENW3q/o3UkQinImVmk7a9W/uOoCllKHlNONGPvPRHIKWLW6mq8JrFQVGPVcjfXj2VMn5Vah2F4UnAgC+p9pnUYumaVzASYfLk7IIu3F0zn0McJFPSqmIoZl2OTrORX0/G6VEXGnmSMxF/1mqu4Z7xxshtqTuXo/WD+5U9iJ63j10GtaL6xP+OPtdI6JMNz3tCCn8ZOJdhkjOuB4F6dt9/JPV0Hsb1nDeQ9+7UOxxC0H7qsjCSJ1P41GRNSeRqmeEpBdDWsGCup1FIjHz/+6rCYLS0LeOivQVQfrs1Mz7eOYOLeP4yei376ZOk48blIfriMZLEYt4SqB6XLuayb15zqmWu1DqVCKVt3UuNW2FOnNs1vGcVtw38FYGzVTYSY7doGZzB5EzOpYRaN8Cqjjtv6UuX+XFzHT2gdiqF4RWJxUs6l5pfGWfso+fjw8r0LtQ7DK5wYmy9ulGXQzGZjQ/PPiB8+UpP3n7BqAPXTkjR575Jy+RsjYV118xuMff4OcfMrxifZCVSftU7rMDTjOpJGjffTSHzfBySJFcMmUhgsIftAlc7H8bW4qOmXzbS634iH52IU9G7NjIT3ALEfrDKRVYUbkvsSPCgLV/pprcMxHK9ILLIVlSp/HND16KfgZpLEqRHt6BO1RutIDG3d/W8Aj1T4+67v8xY3bZ1EtVluHkmWikkGylAKULLZGDNymRsCEipKcc3inKoojHGeqhI698LnzfRW0WBchtlMn76TqHL/YVYmfF30PU0C9LCLrw0lvCacibfSzCaSCqOSVOn8dcEslfys3l7oxH9wvkgqysgrEou6Fj8OTg8l6NMoQtYdxXXgkNYhCW4kWX04OqYVEcvTKIgMZf9QeKL1Sm4NeJ1qYpStXLSa7bFJJqruct/m6MKerTlb18LAsT8QbL6wvOv1Hd0Jn+WD9X+lnx0JtRhjXb5dAkfTCHwq6YzFSTmXLrMmU/e7rH99z5TvAnW3BlHpn5J/4fNXZdFazN+E0DvmXgB+3KhVVJ5hiahD/gcmBtTewOs7uhM9Ig359Jkr/oxksZBdTwxXGlmDl4/Qe/697B0QyN57Zpb452and0Y5m+3ByLybVyQWVsnMjnZLoB08c6oRq0/FwkvVsaVlIe/eq3V4l5AsFg5NakkH358B8VB8JeYqwahRtUm5L4j/9v6EJX3a8kLkHNr5nhuFFL8/o9pa6IfPwdPlnmW0REdy/B0bixu/TQOffydJwzouYlvrfO7dMoTw502wdXeJ9iKYw2oQaNpUzugqRjWzHwf7mIn7QetIKsaPDiub86KYubEzz3X4kleWjCLixbWoxYxCG6sAubbkjAxIytA6DI/IalObZfFvUsPsz7COi3hwZUc2z2lP9Y2ZqMl7ir0mmOKi+arXO4BxllkL/2C1cOpZJysavwmUbBDte4eNfWPqQ+42z8bmxSS1uKtxMZTjxipf51Rl1uRbGbbiIeJf3o988pQuuiOa60Wz8JfFmo+0m8LK3qG6u8k9XV4dfdsSuO0k8t7U81+TWjZi94P+1PrZRMbdOWxt/yEmpFJNYwqlU55zoazXhQcPdyTtZjvyqVNlfm9LeBjRX2fwXu31JXp9jpJPs99GUm+aC9PuosIJcnZ2sdeF/a+1Z8+gGWWOrSJ12n47AXedRj57ttzHWqWUrcKaJ+8P87LCeHHVrSTd/hYtv5qAX5qZOq+uB1UByeQ1nbT1pKznAbjv/uBuwatD+TTmp/P/L6sKeWrhZa8JKbNbk3rzHK3C1Q09PCuUhSU6kuhPj5f4/nCxjtv6Ejw4RzfPjXpR0uuCV8xYFMcqmenip5By1/sk3Spz75Kx+KZLhK3LgXUaZqKShFlUMcISHsYrr8/gkzNtWft+e6rOX4upWUN6LFzDf/wO8J//DWdpy3lYJbG+1Ru9VmsVA6sMgnIkFsdujebLWt8CJVtHH2DyZe/1H7Czo4Ns1Yqimhi89GGC9kPV+RfWnpuDggi9puxxVbT/1vuK1/y6gRsSC71ZeLYanwztQUL6KZ7p0JkGLx9GdeQhn0smVJFUCFdnjq9Hh5BLZyDNkokAqfhrQtTXOTSOP6xRtEJ5SK2uwXTwBEen+fFtGZIKgN8bf07SOh09NxqM1yYW55glE21sJnYPLRp9/N5hY1TiQBLG7kPO/PeaXE/bOSmUoErevdNcJZjdr4fTxqbSsdZGMp77jTfGtqW5/RvuCDhLjpLPC6/OEZvmhCsKuTOtTF3rL14ytXvoDDJkB0+NvJ7NU5sT/ONOdr5an71NZ2GULawRlrNIxW1aN7B0OZfJaT1JeyQGae1WTgxvDwNNyGn6WtoqGMOBu2swPuTAZb//z2vCqB7tSH6uCXdO6ca0yC+pYwmogCgFdzh8YxDm/CA+afo6JV3+9E96e240GmPcOd2op72A/d3ms/u9GCwRdSr8/avWyvL6ZT0mu520xzpgiYnCEh2JJToS2jTm5OgOWKIjyezRgL3Xf3D+oTDEbOeFGtu5I6BoxDXA5EsXv39XeBG8R4DJRsqIGkg6SB5DzHbeq72eNdNmsvu9GKJiThrqM7rPGYIqG/vz8kVOENe8PYqkgkIApp1ux9EODqTErQBUm7VWd/vlBGOQLBaeHvRRqX6mTeB+fFcmkX1dOj1mPMqGAqeHohPczZIHLj+K3XNXVlo/NxqN189YXE7K9fNI+l1m4Gdjqf9WKvKpdNFgqqQkCVOTBFQfCzl17ZxofelDmE/cWf5s9zbZowvPf82MhE2y4HjMiVUyAaKLaWVmlczs7D+dBGk09SauL9M6Vqfs/lKiKdfPQ0GlpMur9GDs0geIPGXMBnAOpZCZmQnM/agnEa8mMiBoHM/d+TEbRrZAUrZqHZ4gUOeVtTy3+HZ2TqpDePxJfm78CTbJqnVYwmWEv7uB7L6e6Tj/z+dG1/ETYg9GMSptYnFuqmvPoBl839fGyswmbJjWjiqf/InqLLz6ASqxlNmtWHzDLMyoVDXnU99a3EZ0Kzbzvy++dnw8H6BgCFbJzJ93v0XXXY9QbXbpH4z9ngpg5oLajKiS5raYzJLJQClFkXqdDiAHBqJkG6M84hc5Qbx7oCsnsgKJesGF6Uw2EYcTAQhOgSdX9CN2beVtaifojKriOnyEuHFHMAcF0aPjKHwnH2VZ/eXYTeJ+pjeqy+Wxh/1/PjeO+3gosR+dQU4WJa0vVmkTi4v1tBfQ074RxytrGDG6G4efbYLPD+4vNWkKDCQ80Bg3/ytJ7T2HC6voRMlXoeyCTX44A8u4P2DDdr4c3JVdM3fSIXAPdwdUvrWvX+faUYb7o2Qf0zqUq8qQHbT64hHiluRi27iduoDy959zQj5cS4hG8Qne6eSDrelq/w133Kvks2exfbcR/udDj5vHUHvSHnqG7uD+oJPlD1QwlJ72AnYPncFzfRqybmATlB27tA5JN4yzkLgC2E0+LIz8nZHvfgZtGrv9+Lvejueb+t+5/biCYFTfOnwJ/6Psyba6cTs7W7r48MbO1F84khzFfU33jOCwMxQ5ZZ/WYfxLjpLPPmcOrf+8my0FBUw81oKuL0+i3vh1qBu3ax2eUInk1IUabi7vrjoLsS9fT0bHM3zWqwP3HexUqp9PdeYwPTOChtNH0ei9C3967e7FPmcOTlHtrFyCt6Yz9UxshbzX6KobOdNCDIdcTMxYFOOb002Rtqbg7sk0y0krS7JDGRgo2sQbnawqtNo0gOycC3tFPu8wU1SyKqUNubGwofwPmq4Dh6g3NYdxXboxr+5qN0RmDG9vu55oVV9lECcea8EPn7aj7vw9VMs9wn/8bwZnITUyE7UOzbNMZk6ObEth0IUvRS08gCvtqHYxCR539C1fPqzzHRfPiDx3qiGLdrS95HXn7g9jj7Zm771RcDydiIxLPxPq2/6MCehLyqRYnu7zGfcFpVfA38D7yCn7mPP1jTwyeLrHC3GEmPyoOSwV+ceaRXsuBJFYFOeF2isZ2Gsi9uVlq4FcnIz72/PQzT/S2vcQYvmQseUo+TT7eDxxT26hRv6FEfLHmg9l98N+vNXpY27zz9EwwspJPn2G4/dE8v0qGz3tBVqHUyFaRBwhQ5I030D4o8PKqA0DiZkO1kPp1D6ceKHrtcOhZWge4bi9LTc99ytW04WCH2ZUhlV5g2DThcGGBYNrcMoVyIzfuhE/cStKfuWaUdMD/yMS6XJuqZrShlmyMMd3Rt559eZw4Y8rDAgZfcnXrEcziE3dfMnXHms+FMVuxXrkNPLB4o+r5OZCbi7Be2J5NbkHd7b9QOzjKKO4ucf44s4Qjy+RNUsmvo77nh5LbsZyXy0xkIBILNjnzCFT8aGl7cKHt64lAP8xRzAl1kA+Uf61kyZfX3zvOc7kqvsQSYV+FXcuXOyIK4duHzxKlRSFep9sQvlHFTFJUYhdrDBB6s9tPedWRMjCxUxmVLsvharRtl+X3XUhe/iaalqHwdQhg4j9o+hByltq60kWC6bYKKTcPFxHLi0Q4PSXuD1oczElLS+tdle09v4k429L4fZGN7MrtRYNXs5E3rNf82SwMrDUrkXYH2dIHF+dW/xLnuD2tBcwvn91Ip+5emIh/5Xyr5a3xX0G1M3JSJf53j/Z0xWqVckSSUU5yIeP8vj6vtx9wwduPW7DxEH4rQrk9tG/cK1/yvnS+D80+Iamd40ibJp3JhaW8LCSv9aDcRhCt5WPELeogL3DzWy+Yfr50abvE74lfuxIop4of2Kh5Ofj80oIv841if4MOna5cwGKymL2fuNRIt9ZC6pa7DI5ZdsufKpVw5Jej+TCPBr5iJK6V+OQfcBNiw7NQQGcfcNJb3sOlWX7mEPRx4OH6Y/NV3+RwZgCAymYXkjvsJ3M/bgnkW9uQS0sRHW5CF68jl7Xjif1ltklOpZVMvNN/e+Q4xTWdDbxaseeolSlh0gWC5LFwqEJLbjnnp8ZX3ULAWVoSqtatPu3sS9bz7GoDmTUdxBidl8/hsrEVLUKXeKunhiW1tRmnzN9aBtWzw8iMfJWHhgeBpLK+7fN42zjQsJ0MIN8VSYzJp9/V+2U/PzIuCmes1Em8mpe+qx6V6eSV+qTVLVkvwHleFyJD2okKc5c7n1yEiEfJyE1jOXQ0ya+bjULmwS3PzOZqh+4rz586sdNSOm00G3HKw9TWNk/cJXtXIi1BnBSzmVIpwG4Ug+W6Fhn72lH+Mh9LKu3ysNRl59W58LXuXamjR6A9Uf3VWAzVwvFsTSQX6/50m3H1LOY5cOJG+2+JZurlM/K9HPdTXe5LQY9MVevjvyxjeXxy1hb4Mfju/riWlE0QxRyZxo/Nfy61Md0qjK/5/sw5ZWHCJ2jz/4jZT0PQLtzwRJVl2M9a+PskcW0Jp/Q1pZbpoTinF/zTEy99kZcx467McqSs4TV5PCAWH4Y/xrhGnb+Ls/9wRPngmT14fSgloRuOQtmifRmgdT4NBn57Nnzr7FE1eXAgDp8Pfw1Yq3u/d05VZmmawcTNfTQpe8ZGYGSfqZoOZuOSDYbpwe2QL5oDCqjqczcG+f967VmVGKsZ6lqshT72SnpuVDpEwuALQUFPPTseEI+LLrIy11aoJokLD8nue09LLVrcbh/FNsmvu+2Y5aHSCyKV9y54PI3I8lg+2UbakHJ1+6bqwSz5/1o/uo873yXcT3S6lxomXQ31fqklPnnLyfv1jZ8+M6bRLv5hqJHffd2J7dzuttGyERi8W+W2rXI/9BSpiTiSnYWOnj3VFd+XtmCqBc26ap/kpESC3N8PVLvqcHwu1YyPuSAW46ZITtos2QisU8lafvvIkkcndieb8e+Rl2NkgutEwvJ6oPcrhGqReLQQzK96ifzUs1EvnFUx4zKzf6nef5UC77c34S6TxSS2q+6W8+F4siqQsPV9xM74jByRobH3qc8zNWrc+bGWNo9somXaia6ZVmdSCxKKbkwj2FPTCB4adm6AF+N1LwRvRevZkxIyUa8PU0kFkWSC/OoZ7Vc0knVneeCyW5n3/x6JHacwSlZKmZNtva0OBdSnTn0e2YyIQs8M2Jb8GOU189a5Cj53DRmnFuLTIjEomikWE4/XdRo65x2TVjy2YxSbQAuKYdSSOvp46nzsn6qZhklsZBaXcNtC39xa5NMgCXZoSxp3eiSEWktHZvYgcVj3qSR1cfjVY7+qcITC5MZS83qZHWIJL2fAz+bkzUtF171wTi5MI81ebE8FOz+PQ7dd/Yh9UQoP3R875IZkITV9xI9ZL9uZikkqw/mGtXAZOLkDDsbW3zq1uOLxKIMUpy5DH58IkFLPdP1VWp1DX0X/eyRE7+0RGIBWUoenV+bSF5NlQm3f82DwYfPX7TX5Cu82KY7cnr5SwObfH05eV9zaq4+TbMlu3i+xpYKvzlcSUWfC6nOHPo9PZmQhes81yE1vh5tP/2LZ6r/5ZHj60Gv3b1Qup+89AG4nCp7YmHy9eXIRzHknAggfl4e6qYdReeoyczxcW35feKlVZ/cpWHiICLu3OH245aVURILv99q8mXcD24/rqwqtE66h7BBx/SRXJjMWGqFIS1W+Cru2wq9f7gtsZAkkEyg/r12v5i/w4nRbcmOUfix7+tUNZl0s7/kkCuH21+cTLWtuaSOk/jzulnnByNbvjmG8De0HRSQbDaOjG9Jbj0nf/R4C4Bws93t50lJzwX9PN1o4KX0eG7b04N0uSjbrG/1Z/5Lb5J5X3uPvJ+6aQevfneLaH6jE8EmP76Y+BqBB2BF71Y0nvEwz51qCEBVk/vKQir5+VSbvRb5rxS23lKXlq8+zD5n5S1HO/Hg7VRdmuTRDW7y7r2s79+IKSeaeew9tCSrCjt313FrUiEUfVYjHjxBWORp/vPJIvYsaI7cpQXmkGCsOSoOxTPX7hWtZ6K2b+qRY3ur7H7tmB2zzCPHNksmNrb8iGOLamGuFuqR9ygVRcZ1JA2ln0yHx0ezLt8YzxDmBnGcvacdZ+9px96Fzbg7OY3A30M5+WU8dyen/evPb1PeYF+/mcRaA3STVEBRpdBP/zOV0439iblvJ3f2GUafW+6j0aKHqbPQ/RvES8MUGMieuQ1JGvs2qb3nUMcSQB1LgKaDl5VixmJnoYOjciA3+F36YWz4/igiXlrPoafb8urABefL0W0pKGDCiNH4/OC+TaXnmONiWPLzYs0/NJV1xmJnoYON+XXpbj9wfkNccmEeg59/hND567BE1eV0h3DMTghc/qfH1teeGNuBrydpt272YhV5LgxIvZ6sQUEl3gRfXuYGcdz/1Y8er2Ve0ZIKCnmq5wDk3Xvdelxvn7GwREdCXv6FRlYmM8fGt6XqLif21bvPj05bwmqStcCf3xp/zpoCE4tOdWROxBqPxtZ4/QAihh7TxZptI8xYnB7Wnk3Pz/D4++jp3+WcA580Yfd1FVMIpjz3hzd3dvfoXgd3OCnn0nHJJJTa+fzVdTY2yco+Zw79np9MdhT8et/UYp8V9FD5SencnPBX9vFB3V8rJJGotDMWOwsdxC0aye/5nJ8ZWJLZlhdGDyVm+XCylLzzr/32wdc4M7gNdf+7nlndbmDIoesAaGazcWxYAZg8sOE2PYN79hjjJmx06/Llf50LvX4ay5KGkdz43qPnz4VGPn589vRUztzfDteBQwQvWUfAp+s8ummv5juJ3Prqo5yU9bE205NkVWFbYT71lowka0BAhSUVAPLOPTy+8p4Ke7+KkOrMYeyjY9yeVHg7U9MG3LpyI5Ersjg+vkNRyUV/O/7dT7Bqzkz2zorGXCUYANfxEwQNzKT37j508sXjSQXA9rZLOXpvA4+/j1A629su5diCmpgCA7UO5byYFwvPr7TQM70nFQBT0noS89ha4oYm0/LdcczMrM1Na0dRbdGfRD25lj7PTaZ/aleg6FnhpcfnYq5SRdOYTb6+OPq2JeexsyyM/F1XS6vByxKL3/Oh14/jiH0yiVc79iR+1UMAPFN9C7ZTDuqPS6LjuxPPfyCjrQEsefZ1zPWicB08zMm7gqn3yxAaJg6i4IxnehDIGRmcWViXI67KuxSmIvyeD48+MpKYx9Zdci6gAopM7Tc3cN2bExl+pGjZW7Q1gBYjt2CuUb3CYqwxYz09Xp7s9edCsw2DePzaO4h9dB2ug4cr/P1r/ab9yJI7jdjbn6AVW7UOw3D29avCQ8FHeb/2On6d+Dp732jN0QcaU+gyY5XMbO80l/GbEsnu3w4o6uS+N6luhcb4yth5OLu1rND3NCSTmdOtKm450IZWS9j7xDUV9n5Xo+zYQ7epk3nwcEetQzE8WS1qb6g6C6n9SiJfd25I7NC95ytAhs5bS/adPsSsGsqWggISfDI40ytes3gtYTVxfVudj6a9wdqmX2gWx5V4xVKoT3OCmfLL3cTP+Xuz3d/MQUHkdE3g6HUm4p7ahuJwgMmM0rEJWY/l0K7mAVb+1pK4J7ag5LtvTf3VSDYbI3Ykc5u/dg+U3roU6tOcYFafrc/ml1pgX3ahWo45KIiC1nHYDmcip+w7/3VL7VocvzmS2gNScY0MQv7L/eVPr0iSUDs0JfvJbM0uEu44FzJkB+sLQlidU5+zrqL61y7VzOY3mxGyao9bNsGX1fEJHdg6WR9lnsvrkCuHflMmEfSRZwpMeOVSqDaNqfvufl6s9SM1SlDVaUtBAZ9mtgbghqDkfy2h9bQGa+4l6t49FXpP+ic9LIWyxESRG39hoOdEWyuBrU+RkeXPgEYbeSR0k0c20v/TS+nx/DThWmwHzyDvTfX4+5WGJTyME72jmfXE27S0eaZZpjc/KxT33HhFbRqj+Jgxrdmq2VIotWMzfvxsgSbvbdiqUOvyZSItRUtUwi0BJBUUkq34Us96ljr/WI+eITto9fkjxC3ORk1KrpD43EEkFp4xPTOCFfd2MtS5cI65Zg2ODKrH7NHv0s63YntelOdcaPvDY+SvqIlPjkrwvjzMW/bopvTeOYef7MD8oRX/e/WEO/d1I/u6dI8d35sSC5Pdjqt1PP1nfsewYG2anJWFrCokLBlNzKPaNc8rT2LRs8owpGpVr/5CRUHNzEKqGgKAarWQ8nQgQYFFex1vjdyui6puSQWFjHl8LIEfeyaZd4eCm1pzdHABy9vNopGPe5Mt8aygHyZ/f3ZPT2B/Mc3tKuT9S3guWDwcR6ncd7ATp/sHc6pLHRQLnGmmkPBuOuqRY+x6qxGpfeacf22B6qTD3EnUe349qocqdQjGMTurFisGd0FN2q51KGUinzhJ+BsnmbJ7JK++M8MwD8HBtxwmyHlhBkjRMJbLiXhxLc8vuo2Qj7JZHPWr1uGUmawqpL8cjQ3PJRbeQrJY2PVeQ7bc+G6FjGq7k1kyEd70eFF5Th1sEC2tvC9CWJaw9KqvO6MojEu9i0WxF16rdVGT4rS0+ZB5Zw5Bn1t0W4XN9t1GYlZZmNB2JIPnr2BgoHYzxHpn1GcFyepDysz67Ok6B73vYtBNdP1Tu3L6rkBcBw8T8uFaQuetJW7MeuSUfSgOB8HJVp482RgomqloNnsckS9tApFUVGoZsoPrk2/li8E3oG401oWiOL7fbGDypFH8rt0qiFLRU7fgy1JVXAcPk3FPIGvy9Zj6lMwNyX3x+9n457inmex2ds9uRvKN7xsuqTjnkwaLKOzRSuswyuSXRl8RYrZf9U+sNYBv6n93ydf0ys9WWGzfBT1RXS6kNVtYMKwPPXbeTI5ikJtIBZqdVcuQzwomf39S5l3DX11n626jdnE0jdCpyszMrE3T10aRPcAf15HLd8+s+U4i38y7jkEHunDbyPHUfX69MR5qiqEWFvLo5/dqHYbhnZRzaT9/Ej49jsAGY10orsS+bD1PTBpumFrlRuE6dITBX4zWOowykVWFgweqa7ru3ghMgYHseqchKT1mXbVTr56FWwIoHC9GnfXCkVQN1eXUOowSMa3egtTjOC0WTyBDdmgdjm5Mz4xg2X03GPJZobBtApu7Tj/flE/vNEksHEoh0d8/QItpY/iqbQxh0xJLVC0mLDGLjAFB+H6zwdgzFapKkKgUWS45Sj6d500m8plEY58Ll2Fftp7HR42g/m+DKVCNcUPTPVUlbkkW0zKitI6k1FKc+TR86YTWYeiaZLOxa1o8qb3mYpWMsZTwSu6K+BOTXb+j+JXJ24PmYPIzzuyX6nIR/dha2i6ZKGYuuGhPhcFmKs7JnJBtqNnXCkssNhQ4qffLEOr9MoSWc8cTP3wbtaYmomRnl/gYalIyrgOHPBilYBRdt95L5AsbtA7Do3y+30jM/btI+GGk1qF4DWXLX3w/+FpmZtbWOpRSuXn5I5qU6jUCc2hV0h7rwL4PGrCrp+cbplWU0VX2kTaimdZhCMAze25Bdepzf8WVxDy5kRaLJpzv41QZzcsK4+v7uxhuo7aReTyxkFWFh9PaMmHKGGIHbiZ24GbqPpto2GVM7uJ/UmZnoZimLK3vHTa69xtCtQmKbjfSuZNaUEDCuN1Ef/dApb45uJO6aQfTdnTVOowSS5dzCdprMuRG3oqg1q7BhoensafLAsMsFSgJq2Qmu74LyaKrGiuVUsHXNQz5zKK6XMQ8+ye9+j/Aw2lttQ6nws3OqsWnQ2405PKnc+QuLfioyQdah1EqHkksDrly+DI3gNhPRtD+P6PZ18VCwKf6LdWmBd8VG3j5WE+twzCcTNmOeV3yJb0ovJ2SnU3CmL+o/+NDOBTj3dyE8vmfow41Z2/SOgxBAyt7TsP0dzdwQRsZsgOrvipol4paUIDpj83sH1iH+w524pCXN2S92Otf3QrrtmkdRrlk17VR33r1/jt64tahEFlV6PbX7TgW1iLk4yTqudaDquqyBKVgTP9Zfztxrs1ah1HhFIeD+Ae30mjOSPbeOMcQlSEE96is53xJqVYzZknSOgyPkazeMwtjRG2WTiRmkfEHRuWUfZy8zsKdAydzprHK/L4z6eSrdVTC1XSZoF0/m7Jy69NJu8398bsrkyqL1hZNG4qpe8GNeu3uRfQCY9Z2dwfV5SJh9E7qff+Q1qEIFajaT7ZKe85fjSWqLtXeTfOqJVAXq2/1ZeeTkVqHUalFfl/gNZ8/1eUi5MO1xE5ax5MTHqLnrt5ah+RRfgmZmPyNNdr/T74m4xVvKXdi8UVOEFNONKPN4yOpPiQDOTPLHXEJwiVkVUF+vBqWn5O0DkVTisNBwvjdRP8wTFSLKofaM304Ket/fcN/TjSh+g/7tQ5DnyQJeb5s6KaHV2OWTBAgPueC+/l9tQGpTybXjR7OkEPXccwLl0j92nIehe0StA6jzCy1axFuzdQ6jFIrVWKRo+STVFBIUkEhd+7rRpPXRzH3rt5saQ4hH65FPnXKU3F6pc3Lr9E6BMMYeKAb5tTjWoehC0p2NvEjdtBg1QiRXJSRb8px8g0wCrk3tzqu46LMbHFy72jDWzGfaR2Gx1lsYgO3VoYfaY8txXvvO0puLvbl6znaLptbn5pMk9dH0Xxjf5IKCkmXc6n/22CtQywXq2Qip7Zx+9kc7hfFiCqX7++mVyW+Wj13qiGfftKFyPeLSnaphQ7CHYli/0Q5hK9xwHito9C/DNlByuJ4qp8w3lpDT1ELCqg/fAfvJCUwuWrl2che2WxeU58YxHlfnDMJZhr4eH+fh43XzqJf84fAoDX4jez3g/Wom1Y5fu8hHxZdZ6TpNp7y686JuxsS80ES9NM4sHJwqDLV/jiK99eP1JcSz1hsuDmGOi8lImdmIWdmoThEqVShYhyXIeyzFK3D0B21oICP37lR6zAED5FVhZjl+l+upQXJ6kN+vQKtw6gQAZIN1ey9m9MFfVELCpAzs6g2e60hS+wK2itxYuE6fMSTcQjCZfX6aSxKVskbKVYmYStSGZXWTuswDEc+lU7XP8ZoHYZQRlKjevza9W2twxAEQceuSxyJcsKYS/RN/v6072/MaoCiZqWga05VJmCnjxg5uQzXseNsPV1L6zAMx+TnS5MIfQ+WjErriOVwutZh6FLKJBt1LQFahyEIgo7Jh+0oeXlah1Emko8Pw6r/rnUYZSISC0HXZmbGUGfGVq3DELyMFBDAtKjlWodxRat2NsCVdlTrMHTJi9tWCILgJp/f8TaWunW0DqPSEYmFhszb9tFxW1+tw9C1fNWCkivWmQuCUMTUrCFLO8zWOowKY5ZMHJqo/wpm3ujhRr9ijq+ndRhCGdWyuMAkHnMrmviNa0jJzubE6WCtw9C1ucvF5uSrOZNt7AZAglAasr8PbWze2RDvchqHi5krLbyX3AV5916twxDKaL/TF1yy1mFUOiKxEHStxp+ioPHVxIw/zZBD12kdhuE4dTwInC7nUvUPm9ZhCIIgGNZrR3qi5hhzxcOZ3vFEmI1Z+U4kFhoyVwvV/QZSQf9caUf5bX0jrcMwFNfR49y4fJLWYVzWKVmixpeixLIgCEJZNQ1OAx9jzm6e6OIi3KAFKkRioSElIoxn667QOgxBqHwUmYBUE1mKMSuGVGY5Eb5ahyAIggEs+a4z8omTWodR6YjEQkPq5mT6Jo7QOgzdeiE9gcDt4qIgeEbYu+v5PDta6zCEUlA6N+f5F+doHYYgCIJwGZKqqjpeaSwIgiAIgiAIghGIGQtBEARBEARBEMpNJBaCIAiCIAiCIJSbSCwEQRAEQRAEQSg3kVgIgiAIgiAIglBuIrEQBEEQBEEQBKHcRGIhCIIgCIIgCEK5icRCEARBEARBEIRyE4mFIAiCIAiCIAjlJhILQRAEQRAEQRDK7f93rSixUvnqKgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=3, ncols=6, figsize=(8,8))\n", "for i, ax in enumerate(axes.flat):\n", " if i" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sup, mask = np.zeros(gray_image.shape), np.minimum.reduce([S_spec[:,0],-S_spec[:,1], S_spec[:,2]]).reshape(gray_image.shape)>0\n", "sup[mask] = gray_image[mask]\n", "plt.imshow(sup, cmap=\"gray\")\n", "plt.axis(\"off\");" ] }, { "cell_type": "markdown", "id": "905ab42701bc2c19", "metadata": { "collapsed": false }, "source": [ "There is another important property of spectral features that has to be taken into account: The underlying eigenvectors are orthogonal, so we can not expect the derived features to be nested. Two potential features are nested if we can find specifications that are nested as sets.\n", "This has two effects: for reasonable agreement parameter values most specifications of the first few spectral separations can be expected to be tangles, and, if we build the closure of the set of these features under the operations *inversion, supremum and infimum* we can expect to generate a significant subset of the universe of all possible features. In other words, the spectral features have *strong generative power* in the universe of all features.\n", "\n", "The first effect is not very nice: most of the tangles of the raw feature set are *fake tangles* that would not exist if our feature system $S$ would contain more low order features betwixt the spectral features. The second effect is beneficial: if we want to build a rich feature system by extending a small set of features by their corners (and corners of corners), the set of the first few spectral features might be a very good starting point.\n", "\n", "The problem with building corners is the number of features growing quite fast if we build corners of corners (and so on...). Therefore, it is usually a good idea to find a way to add only the corners that are really beneficial. There are a lot of heuristics to select corners, for example, we could only add *balanced* corners or only *low order* corners. These strategies can work quite well and are often worth a try, but there is an even more elegant way if our order function is *submodular*. In this case, we can resort to the theory and add the needed corners *while building the tangle search tree*. An important theorem from tangle theory states that *if we have a submodular order function on the set of all partitions $U$ of $V$, then there is a tree set of partitions $T \\subseteq U$ that efficiently distinguishes all *distinguishable* tangles of $\\overrightarrow U$. In other words, if we would have all partitions of $V$ with an order less than our maximum order feature in the spectral feature system $S$, than there is a (small) set of nested features that distinguishes the maximal tangles found on the extended set of features. In praxis, we usually don't have *all* features with an order below some bound, as these are way too many, therefore we extend our feature set by adding in every step only the corners needed to have a nested set of efficient distinguishers. This process is called *automatic uncrossing* and the tangle library provides convenient functions ([UncrossingSweep](https://tangle-software.github.io/tangles/reference/api/tangles.UncrossingSweep.html)) that implements the uncrossing tangle search algorithm. \n", "\n", "Let's create our initial feature system. We give the uncrossing algorithm a head start by computing some low order corners:" ] }, { "cell_type": "code", "execution_count": 8, "id": "50ca96e38e62711", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:13:14.590285Z", "start_time": "2024-04-21T21:13:09.008188Z" }, "collapsed": false }, "outputs": [], "source": [ "from tangles.convenience.convenience_features import compute_corner_features\n", "from tangles.separations import FeatureSystem\n", "\n", "corners, _ = compute_corner_features(S_spec, order_func=order_fun, max_order_factor=2, global_max_order=order_fun(S_spec[:,S_spec.shape[1]//3]))\n", "orders = order_fun(corners)\n", "corners, orders = corners[:, (sorting := orders.argsort())], orders[sorting]" ] }, { "cell_type": "markdown", "id": "5aadbea950de2c7", "metadata": { "collapsed": false }, "source": [ "If you inspect the code, you see, that we have sorted the corners by order. This is not necessary for the algorithm, but it allows us to better inspect the obtained features.The next plot shows the orders of our (sorted) features and the balance, i.e. the fraction of the data points on the smaller side of each potential feature: " ] }, { "cell_type": "code", "execution_count": 9, "id": "dd1d9b2de35301bb", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:13:14.772655Z", "start_time": "2024-04-21T21:13:14.608872Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(orders/max(orders), label=\"orders (normalized to [0,1])\")\n", "plt.plot(np.minimum((corners>0).sum(axis=0), (corners<0).sum(axis=0))/S_spec.shape[0], label=\"balance\")\n", "plt.xlabel(\"feature index\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "57a5f2c81bac8d02", "metadata": { "collapsed": false }, "source": [ "In general, submodular order functions have a tendency to prefer unbalanced features. Here, the balance seems to have no influence on the order function's value.\n", "\n", "Let's have a look at the feature system we will use for our tangle search:" ] }, { "cell_type": "code", "execution_count": 10, "id": "9de67847e239a02a", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:13:20.375449Z", "start_time": "2024-04-21T21:13:14.769201Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=10, ncols=11, figsize=(10,10))\n", "for i, ax in enumerate(axes.flat):\n", " if i" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tangles.analysis import tangle_score\n", "from tangles.util.tree import BinTreeNetworkX\n", "\n", "level = 500\n", "agreement = 900\n", "\n", "def draw_mona_tangle(G, node_id, ax):\n", " bin_tree_node = G.nodes[node_id][BinTreeNetworkX.node_attr_bin_tree_node]\n", " if bin_tree_node.parent is None:\n", " ax.imshow(gray_image, vmin=-1000, vmax=1)\n", " else:\n", " ax.set_xlim(0, gray_image.shape[1])\n", " ax.set_ylim(gray_image.shape[0], 0)\n", " path = np.array(bin_tree_node.path_from_root_indicator())[np.newaxis,:]\n", " scores = tangle_score(path, uncrosweep.tree.sep_ids[:path.shape[1]], uncrosweep.sep_sys, normalize_cols=True)\n", " ax.imshow(scores.reshape(gray_image.shape))\n", "\n", "nodes = uncrosweep.tree.maximal_tangles(agreement=agreement, max_level=level, include_splitting='nodes')\n", "bintree = BinTreeNetworkX(nodes)\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(20,20))\n", "bintree.draw(draw_node_label_func=draw_mona_tangle, draw_edge_label_func=None, ax=ax, node_label_size=0.03, edge_label_size=0.015, draw_levels=True)" ] }, { "cell_type": "markdown", "id": "5a116a48bcd5211", "metadata": { "collapsed": false }, "source": [ "Interestingly, the frist detected tangles focus on the décolleté, the face and the hands. These tangles are stable until the max level, so the combination of spectral features and tangles seems to mimic a human-like attention mechanism focussing on brighter parts in the center of the image. The tangles spawned in the next levels describe the hair and a part of the ceiling. At the next splitting level the body is separated from the background and further refined into the arms and the torso. The background is split into multiple segments that correspond to more or less random brightness fluctuations in the image. It may be worth noting, that in the background the land could be separated from the ceiling, but the land part and the ceiling part can not easily be extracted from the result without looking at the details.\n", "\n", "As stated before, the way we uncrossed our feature system allows us to get the Tree of Tangles for free. Let's visualize this tree for the same tangles as in the image above:" ] }, { "cell_type": "code", "execution_count": 14, "id": "86850d319773f2eb", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:14:41.205369Z", "start_time": "2024-04-21T21:14:40.497775Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tangles.util.tree import plot_tree\n", "\n", "tot = uncrosweep.create_tot(min_agreement=agreement, max_level=level)\n", "scores = tangle_score(tot.tangle_matrix, uncrosweep.tree.sep_ids[:tot.tangle_matrix.shape[1]], uncrosweep.sep_sys, normalize_cols=True)\n", "\n", "def plot_tot_node(node, ax, scores, show_idx=False, show_level=False):\n", " ax.set_aspect('equal')\n", " ax.axis('off')\n", " ax.imshow(scores[:, node.tangle_idx].reshape(gray_image.shape))\n", " if show_idx:\n", " ax.text(0.5, 0.5, node.label, horizontalalignment='center', verticalalignment='center', color='r')\n", " if show_level:\n", " highest_dist = (node.reduced_tangle == 0).argmax() if (node.reduced_tangle == 0).any() else node.reduced_tangle.shape[0]\n", " ax.text(0.5, 0.5, highest_dist, horizontalalignment='center', verticalalignment='center', color='r')\n", "\n", "\n", "plt.figure(figsize=(15, 15))\n", "plot_tree(tot.any_node(), search_center=True, plot_node=lambda node, ax: plot_tot_node(node, ax, scores), node_size=(gray_image.shape[0] / 7000, gray_image.shape[1] / 7000));" ] }, { "cell_type": "markdown", "id": "f94fee683e0daedc", "metadata": { "collapsed": false }, "source": [ "The Tree of tangles shows the global structure of the set of tangles. In the lower part, the head is separated from the remaining image. In the middle all tangles related to the background are arranged. The top part shows all tangles related to Mona Lisa's body including the hands as a leaf at the top.\n", "\n", "There might be a bit more tangles as one would expect in an ideal example. A promising post-processing step would be to combine some of the semantically related tangles to a single segment. Nevertheless, as we did not spend extraordinarily much time tweaking the feature system and the parameters, the result is quite pleasing. Tangles are able to provide a reasonable image segmentation result that could be used beneficially as a first step in a higher level image understanding pipeline. " ] }, { "cell_type": "code", "execution_count": 14, "id": "ce5a1b7222777f9c", "metadata": { "ExecuteTime": { "end_time": "2024-04-21T21:14:41.214014Z", "start_time": "2024-04-21T21:14:41.205726Z" }, "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }